Exploratory of variables

cancer_df = read_csv("./data/Cancer_Registry.csv") %>% 
  janitor::clean_names() %>% 
  select(target_death_rate, everything()) %>% 
  separate(geography, c("county", "state"), sep = ",") %>% 
  mutate(county = as.factor(county), 
         state = as.factor(state),
         pct_case_count = avg_ann_count / pop_est2015*100000) %>% 
  select(target_death_rate, pct_case_count, everything())
## Parsed with column specification:
## cols(
##   .default = col_double(),
##   avgDeathsPerYear = col_integer(),
##   medIncome = col_integer(),
##   popEst2015 = col_integer(),
##   binnedInc = col_character(),
##   Geography = col_character()
## )
## See spec(...) for full column specifications.

Percentage of annul case dignosed count plot

plot_count_pct =
  cancer_df %>% 
  ggplot(aes(y = pct_case_count, x = target_death_rate, color = state)) +
  geom_point() 
  #geom_smooth(se = F)
ggplotly(plot_count_pct)

Incidence rate plot

plot_incidence = 
  cancer_df %>% 
  ggplot(aes(x = incidence_rate, y = target_death_rate, color = state)) +
  geom_point() 
  #geom_smooth(se = F)
  ggplotly(plot_incidence)
# Influential points in the dataset, state Flordia and Virginia.

Income plot

plot_income = 
  cancer_df %>% 
  ggplot(aes(x = med_income, y = target_death_rate, color = state)) +
  geom_point() 
  #geom_smooth(se = F)
  ggplotly(plot_income)

Age plots

plot_age_1 =
  cancer_df %>% 
  ggplot(aes(x = median_age, y = target_death_rate)) +
  geom_point() +
  geom_smooth(se = F)
ggplotly(plot_age_1)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
# error data in this column, larger than 100

cancer_df %>%
  filter(median_age < 100) %>% 
  ggplot(aes(x = median_age)) +
  geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

plot_age_2 =
  cancer_df %>% 
  ggplot(aes(x = median_age_male, y = target_death_rate)) +
  geom_point() +
  geom_smooth(se = F)
ggplotly(plot_age_2)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
plot_age_3 =
  cancer_df %>% 
  ggplot(aes(x = median_age_female, y = target_death_rate)) +
  geom_point() +
  geom_smooth(se = F)
ggplotly(plot_age_3)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
cancer_df %>% 
  select(-county, -state, -binned_inc) %>% 
  cor() %>% 
  as.tibble() 
## # A tibble: 33 x 33
##    target_death_ra… pct_case_count avg_ann_count avg_deaths_per_…
##               <dbl>          <dbl>         <dbl>            <dbl>
##  1          1             -0.0578        -0.144           -0.0907
##  2         -0.0578         1              0.161           -0.0589
##  3         -0.144          0.161          1                0.939 
##  4         -0.0907        -0.0589         0.939            1     
##  5          0.449          0.0225         0.0736           0.0627
##  6         -0.429          0.0291         0.269            0.223 
##  7         -0.120         -0.0518         0.927            0.978 
##  8          0.429         -0.123         -0.136           -0.0669
##  9         -0.0223        -0.00481        0.0821           0.0635
## 10          0.00438        0.0375        -0.0241          -0.0246
## # ... with 23 more rows, and 29 more variables: incidence_rate <dbl>,
## #   med_income <dbl>, pop_est2015 <dbl>, poverty_percent <dbl>,
## #   study_per_cap <dbl>, median_age <dbl>, median_age_male <dbl>,
## #   median_age_female <dbl>, avg_household_size <dbl>,
## #   percent_married <dbl>, pct_no_hs18_24 <dbl>, pct_hs18_24 <dbl>,
## #   pct_some_col18_24 <dbl>, pct_bach_deg18_24 <dbl>, pct_hs25_over <dbl>,
## #   pct_bach_deg25_over <dbl>, pct_employed16_over <dbl>,
## #   pct_unemployed16_over <dbl>, pct_private_coverage <dbl>,
## #   pct_private_coverage_alone <dbl>, pct_emp_priv_coverage <dbl>,
## #   pct_public_coverage <dbl>, pct_public_coverage_alone <dbl>,
## #   pct_white <dbl>, pct_black <dbl>, pct_asian <dbl>,
## #   pct_other_race <dbl>, pct_married_households <dbl>, birth_rate <dbl>
lm(target_death_rate ~ avg_ann_count * pop_est2015, data = cancer_df) %>% 
  summary()
## 
## Call:
## lm(formula = target_death_rate ~ avg_ann_count * pop_est2015, 
##     data = cancer_df)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -121.215  -17.194   -0.065   15.969  182.511 
## 
## Coefficients:
##                             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                1.812e+02  5.692e-01 318.377  < 2e-16 ***
## avg_ann_count             -4.219e-03  9.348e-04  -4.513 6.63e-06 ***
## pop_est2015               -2.315e-06  4.606e-06  -0.503    0.615    
## avg_ann_count:pop_est2015  4.743e-10  1.061e-10   4.468 8.17e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 27.37 on 3043 degrees of freedom
## Multiple R-squared:  0.02817,    Adjusted R-squared:  0.02721 
## F-statistic:  29.4 on 3 and 3043 DF,  p-value: < 2.2e-16
raw_data <- read_csv("./Data/Cancer_Registry.csv")
## Parsed with column specification:
## cols(
##   .default = col_double(),
##   avgDeathsPerYear = col_integer(),
##   medIncome = col_integer(),
##   popEst2015 = col_integer(),
##   binnedInc = col_character(),
##   Geography = col_character()
## )
## See spec(...) for full column specifications.
raw_data = janitor::clean_names(raw_data)
raw_data1 = raw_data %>% 
  select(-binned_inc) %>% 
  separate(geography, c("county", "state"), sep = ",") %>% 
  mutate(county = as.factor(county), 
         state = as.factor(state),
         avg_ann_count = avg_ann_count / pop_est2015*100000) %>% 
  select(target_death_rate, avg_ann_count, everything())

res <- cor(raw_data1 %>% select(-county, -state))
round(res, 3)
##                            target_death_rate avg_ann_count
## target_death_rate                      1.000        -0.058
## avg_ann_count                         -0.058         1.000
## avg_deaths_per_year                   -0.091        -0.059
## incidence_rate                         0.449         0.022
## med_income                            -0.429         0.029
## pop_est2015                           -0.120        -0.052
## poverty_percent                        0.429        -0.123
## study_per_cap                         -0.022        -0.005
## median_age                             0.004         0.037
## median_age_male                       -0.022         0.121
## median_age_female                      0.012         0.121
## avg_household_size                    -0.037        -0.077
## percent_married                       -0.267         0.162
## pct_no_hs18_24                         0.088         0.010
## pct_hs18_24                            0.262        -0.055
## pct_some_col18_24                         NA            NA
## pct_bach_deg18_24                     -0.288         0.080
## pct_hs25_over                          0.405        -0.016
## pct_bach_deg25_over                   -0.485         0.041
## pct_employed16_over                       NA            NA
## pct_unemployed16_over                  0.378        -0.163
## pct_private_coverage                  -0.386         0.128
## pct_private_coverage_alone                NA            NA
## pct_emp_priv_coverage                 -0.267         0.022
## pct_public_coverage                    0.405        -0.055
## pct_public_coverage_alone              0.449        -0.134
## pct_white                             -0.177         0.099
## pct_black                              0.257        -0.098
## pct_asian                             -0.186        -0.052
## pct_other_race                        -0.190         0.012
## pct_married_households                -0.293         0.073
## birth_rate                            -0.087         0.095
##                            avg_deaths_per_year incidence_rate med_income
## target_death_rate                       -0.091          0.449     -0.429
## avg_ann_count                           -0.059          0.022      0.029
## avg_deaths_per_year                      1.000          0.063      0.223
## incidence_rate                           0.063          1.000     -0.001
## med_income                               0.223         -0.001      1.000
## pop_est2015                              0.978          0.027      0.236
## poverty_percent                         -0.067          0.009     -0.789
## study_per_cap                            0.063          0.077      0.044
## median_age                              -0.025          0.018     -0.013
## median_age_male                         -0.148         -0.015     -0.092
## median_age_female                       -0.144         -0.009     -0.153
## avg_household_size                       0.086         -0.118      0.112
## percent_married                         -0.181         -0.120      0.355
## pct_no_hs18_24                          -0.137         -0.171     -0.289
## pct_hs18_24                             -0.151          0.023     -0.190
## pct_some_col18_24                           NA             NA         NA
## pct_bach_deg18_24                        0.260          0.047      0.493
## pct_hs25_over                           -0.296          0.122     -0.471
## pct_bach_deg25_over                      0.293         -0.038      0.705
## pct_employed16_over                         NA             NA         NA
## pct_unemployed16_over                    0.070          0.100     -0.453
## pct_private_coverage                     0.056          0.105      0.724
## pct_private_coverage_alone                  NA             NA         NA
## pct_emp_priv_coverage                    0.160          0.150      0.747
## pct_public_coverage                     -0.132          0.046     -0.755
## pct_public_coverage_alone               -0.027          0.041     -0.720
## pct_white                               -0.187         -0.015      0.167
## pct_black                                0.085          0.113     -0.270
## pct_asian                                0.443         -0.008      0.426
## pct_other_race                           0.215         -0.209      0.084
## pct_married_households                  -0.160         -0.152      0.446
## birth_rate                              -0.074         -0.118     -0.010
##                            pop_est2015 poverty_percent study_per_cap
## target_death_rate               -0.120           0.429        -0.022
## avg_ann_count                   -0.052          -0.123        -0.005
## avg_deaths_per_year              0.978          -0.067         0.063
## incidence_rate                   0.027           0.009         0.077
## med_income                       0.236          -0.789         0.044
## pop_est2015                      1.000          -0.065         0.056
## poverty_percent                 -0.065           1.000        -0.056
## study_per_cap                    0.056          -0.056         1.000
## median_age                      -0.025          -0.029        -0.026
## median_age_male                 -0.177          -0.214        -0.037
## median_age_female               -0.178          -0.148        -0.031
## avg_household_size               0.110           0.074        -0.004
## percent_married                 -0.160          -0.643        -0.038
## pct_no_hs18_24                  -0.127           0.288        -0.090
## pct_hs18_24                     -0.152           0.094        -0.057
## pct_some_col18_24                   NA              NA            NA
## pct_bach_deg18_24                0.248          -0.387         0.064
## pct_hs25_over                   -0.312           0.194        -0.085
## pct_bach_deg25_over              0.297          -0.532         0.109
## pct_employed16_over                 NA              NA            NA
## pct_unemployed16_over            0.051           0.655        -0.032
## pct_private_coverage             0.053          -0.823         0.093
## pct_private_coverage_alone          NA              NA            NA
## pct_emp_priv_coverage            0.159          -0.683         0.100
## pct_public_coverage             -0.160           0.651        -0.051
## pct_public_coverage_alone       -0.041           0.799        -0.056
## pct_white                       -0.190          -0.509         0.023
## pct_black                        0.073           0.512        -0.020
## pct_asian                        0.464          -0.157         0.063
## pct_other_race                   0.241           0.047        -0.015
## pct_married_households          -0.128          -0.605        -0.052
## birth_rate                      -0.058          -0.012         0.011
##                            median_age median_age_male median_age_female
## target_death_rate               0.004          -0.022             0.012
## avg_ann_count                   0.037           0.121             0.121
## avg_deaths_per_year            -0.025          -0.148            -0.144
## incidence_rate                  0.018          -0.015            -0.009
## med_income                     -0.013          -0.092            -0.153
## pop_est2015                    -0.025          -0.177            -0.178
## poverty_percent                -0.029          -0.214            -0.148
## study_per_cap                  -0.026          -0.037            -0.031
## median_age                      1.000           0.129             0.125
## median_age_male                 0.129           1.000             0.934
## median_age_female               0.125           0.934             1.000
## avg_household_size             -0.032          -0.343            -0.368
## percent_married                 0.046           0.450             0.375
## pct_no_hs18_24                  0.006           0.100             0.136
## pct_hs18_24                     0.051           0.241             0.243
## pct_some_col18_24                  NA              NA                NA
## pct_bach_deg18_24              -0.017          -0.034            -0.071
## pct_hs25_over                   0.037           0.318             0.345
## pct_bach_deg25_over            -0.020          -0.132            -0.181
## pct_employed16_over                NA              NA                NA
## pct_unemployed16_over           0.019          -0.143            -0.111
## pct_private_coverage            0.005           0.082             0.047
## pct_private_coverage_alone         NA              NA                NA
## pct_emp_priv_coverage          -0.037          -0.209            -0.252
## pct_public_coverage             0.049           0.399             0.455
## pct_public_coverage_alone      -0.003           0.002             0.048
## pct_white                       0.035           0.398             0.340
## pct_black                      -0.017          -0.243            -0.157
## pct_asian                      -0.038          -0.238            -0.259
## pct_other_race                 -0.030          -0.267            -0.274
## pct_married_households          0.015           0.222             0.162
## birth_rate                     -0.008          -0.104            -0.099
##                            avg_household_size percent_married
## target_death_rate                      -0.037          -0.267
## avg_ann_count                          -0.077           0.162
## avg_deaths_per_year                     0.086          -0.181
## incidence_rate                         -0.118          -0.120
## med_income                              0.112           0.355
## pop_est2015                             0.110          -0.160
## poverty_percent                         0.074          -0.643
## study_per_cap                          -0.004          -0.038
## median_age                             -0.032           0.046
## median_age_male                        -0.343           0.450
## median_age_female                      -0.368           0.375
## avg_household_size                      1.000          -0.101
## percent_married                        -0.101           1.000
## pct_no_hs18_24                          0.065          -0.012
## pct_hs18_24                             0.027           0.133
## pct_some_col18_24                          NA              NA
## pct_bach_deg18_24                      -0.061           0.053
## pct_hs25_over                          -0.139           0.102
## pct_bach_deg25_over                     0.014           0.104
## pct_employed16_over                        NA              NA
## pct_unemployed16_over                   0.132          -0.551
## pct_private_coverage                   -0.144           0.449
## pct_private_coverage_alone                 NA              NA
## pct_emp_priv_coverage                   0.011           0.233
## pct_public_coverage                    -0.135          -0.247
## pct_public_coverage_alone               0.061          -0.460
## pct_white                              -0.188           0.677
## pct_black                               0.030          -0.622
## pct_asian                               0.132          -0.149
## pct_other_race                          0.229          -0.105
## pct_married_households                  0.091           0.870
## birth_rate                              0.076           0.141
##                            pct_no_hs18_24 pct_hs18_24 pct_some_col18_24
## target_death_rate                   0.088       0.262                NA
## avg_ann_count                       0.010      -0.055                NA
## avg_deaths_per_year                -0.137      -0.151                NA
## incidence_rate                     -0.171       0.023                NA
## med_income                         -0.289      -0.190                NA
## pop_est2015                        -0.127      -0.152                NA
## poverty_percent                     0.288       0.094                NA
## study_per_cap                      -0.090      -0.057                NA
## median_age                          0.006       0.051                NA
## median_age_male                     0.100       0.241                NA
## median_age_female                   0.136       0.243                NA
## avg_household_size                  0.065       0.027                NA
## percent_married                    -0.012       0.133                NA
## pct_no_hs18_24                      1.000       0.085                NA
## pct_hs18_24                         0.085       1.000                NA
## pct_some_col18_24                      NA          NA                 1
## pct_bach_deg18_24                  -0.381      -0.389                NA
## pct_hs25_over                       0.217       0.439                NA
## pct_bach_deg25_over                -0.397      -0.405                NA
## pct_employed16_over                    NA          NA                NA
## pct_unemployed16_over               0.181       0.131                NA
## pct_private_coverage               -0.455      -0.254                NA
## pct_private_coverage_alone             NA          NA                NA
## pct_emp_priv_coverage              -0.430      -0.244                NA
## pct_public_coverage                 0.319       0.278                NA
## pct_public_coverage_alone           0.327       0.234                NA
## pct_white                          -0.157       0.045                NA
## pct_black                           0.117      -0.025                NA
## pct_asian                          -0.218      -0.200                NA
## pct_other_race                      0.126      -0.060                NA
## pct_married_households              0.005       0.120                NA
## birth_rate                          0.126       0.058                NA
##                            pct_bach_deg18_24 pct_hs25_over
## target_death_rate                     -0.288         0.405
## avg_ann_count                          0.080        -0.016
## avg_deaths_per_year                    0.260        -0.296
## incidence_rate                         0.047         0.122
## med_income                             0.493        -0.471
## pop_est2015                            0.248        -0.312
## poverty_percent                       -0.387         0.194
## study_per_cap                          0.064        -0.085
## median_age                            -0.017         0.037
## median_age_male                       -0.034         0.318
## median_age_female                     -0.071         0.345
## avg_household_size                    -0.061        -0.139
## percent_married                        0.053         0.102
## pct_no_hs18_24                        -0.381         0.217
## pct_hs18_24                           -0.389         0.439
## pct_some_col18_24                         NA            NA
## pct_bach_deg18_24                      1.000        -0.384
## pct_hs25_over                         -0.384         1.000
## pct_bach_deg25_over                    0.600        -0.741
## pct_employed16_over                       NA            NA
## pct_unemployed16_over                 -0.309         0.082
## pct_private_coverage                   0.488        -0.222
## pct_private_coverage_alone                NA            NA
## pct_emp_priv_coverage                  0.451        -0.223
## pct_public_coverage                   -0.422         0.428
## pct_public_coverage_alone             -0.422         0.297
## pct_white                              0.069         0.188
## pct_black                             -0.094        -0.024
## pct_asian                              0.346        -0.437
## pct_other_race                         0.007        -0.286
## pct_married_households                 0.000         0.062
## birth_rate                            -0.125         0.017
##                            pct_bach_deg25_over pct_employed16_over
## target_death_rate                       -0.485                  NA
## avg_ann_count                            0.041                  NA
## avg_deaths_per_year                      0.293                  NA
## incidence_rate                          -0.038                  NA
## med_income                               0.705                  NA
## pop_est2015                              0.297                  NA
## poverty_percent                         -0.532                  NA
## study_per_cap                            0.109                  NA
## median_age                              -0.020                  NA
## median_age_male                         -0.132                  NA
## median_age_female                       -0.181                  NA
## avg_household_size                       0.014                  NA
## percent_married                          0.104                  NA
## pct_no_hs18_24                          -0.397                  NA
## pct_hs18_24                             -0.405                  NA
## pct_some_col18_24                           NA                  NA
## pct_bach_deg18_24                        0.600                  NA
## pct_hs25_over                           -0.741                  NA
## pct_bach_deg25_over                      1.000                  NA
## pct_employed16_over                         NA                   1
## pct_unemployed16_over                   -0.373                  NA
## pct_private_coverage                     0.603                  NA
## pct_private_coverage_alone                  NA                  NA
## pct_emp_priv_coverage                    0.539                  NA
## pct_public_coverage                     -0.636                  NA
## pct_public_coverage_alone               -0.606                  NA
## pct_white                                0.049                  NA
## pct_black                               -0.146                  NA
## pct_asian                                0.438                  NA
## pct_other_race                           0.039                  NA
## pct_married_households                   0.098                  NA
## birth_rate                              -0.088                  NA
##                            pct_unemployed16_over pct_private_coverage
## target_death_rate                          0.378               -0.386
## avg_ann_count                             -0.163                0.128
## avg_deaths_per_year                        0.070                0.056
## incidence_rate                             0.100                0.105
## med_income                                -0.453                0.724
## pop_est2015                                0.051                0.053
## poverty_percent                            0.655               -0.823
## study_per_cap                             -0.032                0.093
## median_age                                 0.019                0.005
## median_age_male                           -0.143                0.082
## median_age_female                         -0.111                0.047
## avg_household_size                         0.132               -0.144
## percent_married                           -0.551                0.449
## pct_no_hs18_24                             0.181               -0.455
## pct_hs18_24                                0.131               -0.254
## pct_some_col18_24                             NA                   NA
## pct_bach_deg18_24                         -0.309                0.488
## pct_hs25_over                              0.082               -0.222
## pct_bach_deg25_over                       -0.373                0.603
## pct_employed16_over                           NA                   NA
## pct_unemployed16_over                      1.000               -0.634
## pct_private_coverage                      -0.634                1.000
## pct_private_coverage_alone                    NA                   NA
## pct_emp_priv_coverage                     -0.475                0.827
## pct_public_coverage                        0.530               -0.720
## pct_public_coverage_alone                  0.655               -0.886
## pct_white                                 -0.502                0.429
## pct_black                                  0.469               -0.345
## pct_asian                                 -0.022                0.189
## pct_other_race                             0.028               -0.176
## pct_married_households                    -0.470                0.435
## birth_rate                                -0.068               -0.040
##                            pct_private_coverage_alone
## target_death_rate                                  NA
## avg_ann_count                                      NA
## avg_deaths_per_year                                NA
## incidence_rate                                     NA
## med_income                                         NA
## pop_est2015                                        NA
## poverty_percent                                    NA
## study_per_cap                                      NA
## median_age                                         NA
## median_age_male                                    NA
## median_age_female                                  NA
## avg_household_size                                 NA
## percent_married                                    NA
## pct_no_hs18_24                                     NA
## pct_hs18_24                                        NA
## pct_some_col18_24                                  NA
## pct_bach_deg18_24                                  NA
## pct_hs25_over                                      NA
## pct_bach_deg25_over                                NA
## pct_employed16_over                                NA
## pct_unemployed16_over                              NA
## pct_private_coverage                               NA
## pct_private_coverage_alone                          1
## pct_emp_priv_coverage                              NA
## pct_public_coverage                                NA
## pct_public_coverage_alone                          NA
## pct_white                                          NA
## pct_black                                          NA
## pct_asian                                          NA
## pct_other_race                                     NA
## pct_married_households                             NA
## birth_rate                                         NA
##                            pct_emp_priv_coverage pct_public_coverage
## target_death_rate                         -0.267               0.405
## avg_ann_count                              0.022              -0.055
## avg_deaths_per_year                        0.160              -0.132
## incidence_rate                             0.150               0.046
## med_income                                 0.747              -0.755
## pop_est2015                                0.159              -0.160
## poverty_percent                           -0.683               0.651
## study_per_cap                              0.100              -0.051
## median_age                                -0.037               0.049
## median_age_male                           -0.209               0.399
## median_age_female                         -0.252               0.455
## avg_household_size                         0.011              -0.135
## percent_married                            0.233              -0.247
## pct_no_hs18_24                            -0.430               0.319
## pct_hs18_24                               -0.244               0.278
## pct_some_col18_24                             NA                  NA
## pct_bach_deg18_24                          0.451              -0.422
## pct_hs25_over                             -0.223               0.428
## pct_bach_deg25_over                        0.539              -0.636
## pct_employed16_over                           NA                  NA
## pct_unemployed16_over                     -0.475               0.530
## pct_private_coverage                       0.827              -0.720
## pct_private_coverage_alone                    NA                  NA
## pct_emp_priv_coverage                      1.000              -0.778
## pct_public_coverage                       -0.778               1.000
## pct_public_coverage_alone                 -0.729               0.866
## pct_white                                  0.270              -0.134
## pct_black                                 -0.237               0.196
## pct_asian                                  0.282              -0.306
## pct_other_race                            -0.064              -0.079
## pct_married_households                     0.323              -0.362
## birth_rate                                -0.094              -0.031
##                            pct_public_coverage_alone pct_white pct_black
## target_death_rate                              0.449    -0.177     0.257
## avg_ann_count                                 -0.134     0.099    -0.098
## avg_deaths_per_year                           -0.027    -0.187     0.085
## incidence_rate                                 0.041    -0.015     0.113
## med_income                                    -0.720     0.167    -0.270
## pop_est2015                                   -0.041    -0.190     0.073
## poverty_percent                                0.799    -0.509     0.512
## study_per_cap                                 -0.056     0.023    -0.020
## median_age                                    -0.003     0.035    -0.017
## median_age_male                                0.002     0.398    -0.243
## median_age_female                              0.048     0.340    -0.157
## avg_household_size                             0.061    -0.188     0.030
## percent_married                               -0.460     0.677    -0.622
## pct_no_hs18_24                                 0.327    -0.157     0.117
## pct_hs18_24                                    0.234     0.045    -0.025
## pct_some_col18_24                                 NA        NA        NA
## pct_bach_deg18_24                             -0.422     0.069    -0.094
## pct_hs25_over                                  0.297     0.188    -0.024
## pct_bach_deg25_over                           -0.606     0.049    -0.146
## pct_employed16_over                               NA        NA        NA
## pct_unemployed16_over                          0.655    -0.502     0.469
## pct_private_coverage                          -0.886     0.429    -0.345
## pct_private_coverage_alone                        NA        NA        NA
## pct_emp_priv_coverage                         -0.729     0.270    -0.237
## pct_public_coverage                            0.866    -0.134     0.196
## pct_public_coverage_alone                      1.000    -0.361     0.330
## pct_white                                     -0.361     1.000    -0.828
## pct_black                                      0.330    -0.828     1.000
## pct_asian                                     -0.181    -0.266     0.017
## pct_other_race                                 0.084    -0.234    -0.023
## pct_married_households                        -0.474     0.597    -0.574
## birth_rate                                    -0.005    -0.009    -0.068
##                            pct_asian pct_other_race pct_married_households
## target_death_rate             -0.186         -0.190                 -0.293
## avg_ann_count                 -0.052          0.012                  0.073
## avg_deaths_per_year            0.443          0.215                 -0.160
## incidence_rate                -0.008         -0.209                 -0.152
## med_income                     0.426          0.084                  0.446
## pop_est2015                    0.464          0.241                 -0.128
## poverty_percent               -0.157          0.047                 -0.605
## study_per_cap                  0.063         -0.015                 -0.052
## median_age                    -0.038         -0.030                  0.015
## median_age_male               -0.238         -0.267                  0.222
## median_age_female             -0.259         -0.274                  0.162
## avg_household_size             0.132          0.229                  0.091
## percent_married               -0.149         -0.105                  0.870
## pct_no_hs18_24                -0.218          0.126                  0.005
## pct_hs18_24                   -0.200         -0.060                  0.120
## pct_some_col18_24                 NA             NA                     NA
## pct_bach_deg18_24              0.346          0.007                  0.000
## pct_hs25_over                 -0.437         -0.286                  0.062
## pct_bach_deg25_over            0.438          0.039                  0.098
## pct_employed16_over               NA             NA                     NA
## pct_unemployed16_over         -0.022          0.028                 -0.470
## pct_private_coverage           0.189         -0.176                  0.435
## pct_private_coverage_alone        NA             NA                     NA
## pct_emp_priv_coverage          0.282         -0.064                  0.323
## pct_public_coverage           -0.306         -0.079                 -0.362
## pct_public_coverage_alone     -0.181          0.084                 -0.474
## pct_white                     -0.266         -0.234                  0.597
## pct_black                      0.017         -0.023                 -0.574
## pct_asian                      1.000          0.201                 -0.087
## pct_other_race                 0.201          1.000                 -0.027
## pct_married_households        -0.087         -0.027                  1.000
## birth_rate                    -0.062          0.060                  0.102
##                            birth_rate
## target_death_rate              -0.087
## avg_ann_count                   0.095
## avg_deaths_per_year            -0.074
## incidence_rate                 -0.118
## med_income                     -0.010
## pop_est2015                    -0.058
## poverty_percent                -0.012
## study_per_cap                   0.011
## median_age                     -0.008
## median_age_male                -0.104
## median_age_female              -0.099
## avg_household_size              0.076
## percent_married                 0.141
## pct_no_hs18_24                  0.126
## pct_hs18_24                     0.058
## pct_some_col18_24                  NA
## pct_bach_deg18_24              -0.125
## pct_hs25_over                   0.017
## pct_bach_deg25_over            -0.088
## pct_employed16_over                NA
## pct_unemployed16_over          -0.068
## pct_private_coverage           -0.040
## pct_private_coverage_alone         NA
## pct_emp_priv_coverage          -0.094
## pct_public_coverage            -0.031
## pct_public_coverage_alone      -0.005
## pct_white                      -0.009
## pct_black                      -0.068
## pct_asian                      -0.062
## pct_other_race                  0.060
## pct_married_households          0.102
## birth_rate                      1.000
summary(raw_data1$pct_employed16_over) # contains 152 NA's
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##   17.60   48.60   54.50   54.15   60.30   80.10     152
summary(raw_data1$pct_unemployed16_over)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.400   5.500   7.600   7.852   9.700  29.400
summary(raw_data1$pct_private_coverage)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   22.30   57.20   65.10   64.35   72.10   92.30
summary(raw_data1$pct_private_coverage_alone) # get rid of this variable! Contains 609 NA's
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##   15.70   41.00   48.70   48.45   55.60   78.90     609
summary(raw_data1$pct_emp_priv_coverage)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    13.5    34.5    41.1    41.2    47.7    70.7
summary(raw_data1$pct_public_coverage)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   11.20   30.90   36.30   36.25   41.55   65.10
summary(raw_data1$pct_public_coverage_alone)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    2.60   14.85   18.80   19.24   23.10   46.60
histogram1 = ggplot(raw_data1, aes(x  = raw_data1$pct_employed16_over)) + geom_histogram() + labs(title = "Percent ages 16+ employed")


histogram2 = ggplot(raw_data1, aes(x  = raw_data1$pct_unemployed16_over)) + geom_histogram() + labs(title = "Percent ages 16+ unemployed")


histogram3 = ggplot(raw_data1, aes(x  = raw_data1$pct_private_coverage)) + geom_histogram() + labs(title = "Percent private health coverage")


histogram4 = ggplot(raw_data1, aes(x  = raw_data1$pct_private_coverage_alone)) + geom_histogram() + labs(title = "Percent private health coverage alone")


histogram5 = ggplot(raw_data1, aes(x  = raw_data1$pct_emp_priv_coverage)) + geom_histogram() + labs(title = "Percent employee-provided private health coverage")


histogram6 = ggplot(raw_data1, aes(x  = raw_data1$pct_public_coverage)) + geom_histogram() + labs(title = "Percent government-provided health coverage")


histogram7 = ggplot(raw_data1, aes(x  = raw_data1$pct_public_coverage_alone)) + geom_histogram() + labs(title = "Percent government-provided health coverage alone")



(histogram1 + histogram2)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Warning: Removed 152 rows containing non-finite values (stat_bin).
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

(histogram3 + histogram4)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Warning: Removed 609 rows containing non-finite values (stat_bin).

(histogram5 + histogram6)/(histogram7)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

reg1 = lm(target_death_rate~pct_employed16_over, data = raw_data1)
reg2 = lm(target_death_rate~pct_unemployed16_over, data = raw_data1)
reg3 = lm(target_death_rate~pct_private_coverage, data = raw_data1)
reg4 = lm(target_death_rate~pct_private_coverage_alone, data = raw_data1)
reg5 = lm(target_death_rate~pct_emp_priv_coverage, data = raw_data1)
reg6 = lm(target_death_rate~pct_public_coverage, data = raw_data1)
reg7 = lm(target_death_rate~pct_public_coverage_alone , data = raw_data1)

plot(raw_data1$pct_employed16_over, raw_data1$target_death_rate)
abline(reg1,lwd = 2,col = 2)

plot(raw_data1$pct_unemployed16_over, raw_data1$target_death_rate)
abline(reg2,lwd = 2,col = 2)

plot(raw_data1$pct_private_coverage, raw_data1$target_death_rate)
abline(reg3,lwd = 2,col = 2)

plot(raw_data1$pct_private_coverage_alone, raw_data1$target_death_rate)
abline(reg4,lwd = 2,col = 2)

plot(raw_data1$pct_emp_priv_coverage, raw_data1$target_death_rate)
abline(reg5,lwd = 2,col = 2)

plot(raw_data1$pct_public_coverage, raw_data1$target_death_rate)
abline(reg6,lwd = 2,col = 2)

plot(raw_data1$pct_public_coverage_alone, raw_data1$target_death_rate)
abline(reg7,lwd = 2,col = 2)

raw_data2 = raw_data1 %>% 
  #mutate(interaction1 = med_income * poverty_percent) %>% 
  select(target_death_rate, avg_ann_count, incidence_rate, med_income, poverty_percent, median_age_male, median_age_female, pct_bach_deg25_over, pct_unemployed16_over, pct_public_coverage_alone)

#############################################################################
# Backward elimination: take out non-significant variables 'one at a time'  #
# starting with the highest p-value                                         #
#############################################################################

reg = lm(target_death_rate~., data = raw_data2)
summary(reg)
## 
## Call:
## lm(formula = target_death_rate ~ ., data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -116.882  -11.919   -0.022   11.600  138.835 
## 
## Coefficients:
##                             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                8.805e+01  7.210e+00  12.211  < 2e-16 ***
## avg_ann_count             -3.660e-05  3.595e-05  -1.018  0.30859    
## incidence_rate             2.168e-01  6.780e-03  31.973  < 2e-16 ***
## med_income                -2.918e-05  6.467e-05  -0.451  0.65189    
## poverty_percent            5.911e-01  1.366e-01   4.327 1.56e-05 ***
## median_age_male           -7.286e-02  2.018e-01  -0.361  0.71812    
## median_age_female         -2.653e-02  1.973e-01  -0.134  0.89302    
## pct_bach_deg25_over       -1.644e+00  1.000e-01 -16.437  < 2e-16 ***
## pct_unemployed16_over      5.481e-01  1.522e-01   3.602  0.00032 ***
## pct_public_coverage_alone  3.357e-01  1.150e-01   2.919  0.00354 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.22 on 3037 degrees of freedom
## Multiple R-squared:  0.4708, Adjusted R-squared:  0.4693 
## F-statistic: 300.3 on 9 and 3037 DF,  p-value: < 2.2e-16
# No Median age of female county residents
step1<-update(reg, . ~ . -median_age_female)
summary(step1)
## 
## Call:
## lm(formula = target_death_rate ~ avg_ann_count + incidence_rate + 
##     med_income + poverty_percent + median_age_male + pct_bach_deg25_over + 
##     pct_unemployed16_over + pct_public_coverage_alone, data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -116.737  -11.909   -0.042   11.621  138.827 
## 
## Coefficients:
##                             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                8.787e+01  7.091e+00  12.393  < 2e-16 ***
## avg_ann_count             -3.673e-05  3.593e-05  -1.022 0.306674    
## incidence_rate             2.168e-01  6.778e-03  31.979  < 2e-16 ***
## med_income                -2.851e-05  6.447e-05  -0.442 0.658355    
## poverty_percent            5.910e-01  1.366e-01   4.327 1.56e-05 ***
## median_age_male           -9.768e-02  8.187e-02  -1.193 0.232932    
## pct_bach_deg25_over       -1.644e+00  9.991e-02 -16.452  < 2e-16 ***
## pct_unemployed16_over      5.487e-01  1.521e-01   3.608 0.000314 ***
## pct_public_coverage_alone  3.358e-01  1.150e-01   2.920 0.003521 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.21 on 3038 degrees of freedom
## Multiple R-squared:  0.4708, Adjusted R-squared:  0.4694 
## F-statistic: 337.9 on 8 and 3038 DF,  p-value: < 2.2e-16
# No Median income per county
step2<-update(step1, . ~ . -med_income)
summary(step2)
## 
## Call:
## lm(formula = target_death_rate ~ avg_ann_count + incidence_rate + 
##     poverty_percent + median_age_male + pct_bach_deg25_over + 
##     pct_unemployed16_over + pct_public_coverage_alone, data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -116.348  -11.890    0.011   11.616  138.725 
## 
## Coefficients:
##                             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                8.578e+01  5.276e+00  16.259  < 2e-16 ***
## avg_ann_count             -3.557e-05  3.583e-05  -0.993 0.320818    
## incidence_rate             2.167e-01  6.777e-03  31.981  < 2e-16 ***
## poverty_percent            6.286e-01  1.070e-01   5.877 4.64e-09 ***
## median_age_male           -8.616e-02  7.761e-02  -1.110 0.266995    
## pct_bach_deg25_over       -1.665e+00  8.799e-02 -18.918  < 2e-16 ***
## pct_unemployed16_over      5.356e-01  1.492e-01   3.591 0.000335 ***
## pct_public_coverage_alone  3.387e-01  1.148e-01   2.950 0.003198 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.21 on 3039 degrees of freedom
## Multiple R-squared:  0.4708, Adjusted R-squared:  0.4696 
## F-statistic: 386.2 on 7 and 3039 DF,  p-value: < 2.2e-16
# No Mean number of reported cases of cancer diagnosed annually
step3<-update(step2, . ~ . -avg_ann_count)
summary(step3)
## 
## Call:
## lm(formula = target_death_rate ~ incidence_rate + poverty_percent + 
##     median_age_male + pct_bach_deg25_over + pct_unemployed16_over + 
##     pct_public_coverage_alone, data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -116.202  -11.906    0.025   11.620  138.797 
## 
## Coefficients:
##                            Estimate Std. Error t value Pr(>|t|)    
## (Intercept)               85.925807   5.273560  16.294  < 2e-16 ***
## incidence_rate             0.216469   0.006772  31.967  < 2e-16 ***
## poverty_percent            0.624718   0.106888   5.845 5.62e-09 ***
## median_age_male           -0.094322   0.077169  -1.222 0.221701    
## pct_bach_deg25_over       -1.662566   0.087967 -18.900  < 2e-16 ***
## pct_unemployed16_over      0.548692   0.148591   3.693 0.000226 ***
## pct_public_coverage_alone  0.346357   0.114521   3.024 0.002512 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.21 on 3040 degrees of freedom
## Multiple R-squared:  0.4706, Adjusted R-squared:  0.4696 
## F-statistic: 450.4 on 6 and 3040 DF,  p-value: < 2.2e-16
# No Median age of male county residents
step4<-update(step3, . ~ . -median_age_male)
summary(step4)
## 
## Call:
## lm(formula = target_death_rate ~ incidence_rate + poverty_percent + 
##     pct_bach_deg25_over + pct_unemployed16_over + pct_public_coverage_alone, 
##     data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -115.808  -11.920    0.036   11.653  138.911 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)               81.52141    3.85070  21.171  < 2e-16 ***
## incidence_rate             0.21669    0.00677  32.009  < 2e-16 ***
## poverty_percent            0.67035    0.10016   6.692  2.6e-11 ***
## pct_bach_deg25_over       -1.64000    0.08601 -19.066  < 2e-16 ***
## pct_unemployed16_over      0.56332    0.14812   3.803 0.000146 ***
## pct_public_coverage_alone  0.31452    0.11153   2.820 0.004832 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.21 on 3041 degrees of freedom
## Multiple R-squared:  0.4704, Adjusted R-squared:  0.4695 
## F-statistic: 540.1 on 5 and 3041 DF,  p-value: < 2.2e-16
############################################################################
#  Stepwise regreession                                                    #   
# 'Step' function uses AIC criterion for var selection and the default     #
#  option is 'backward'.                                                   #
#  Step is a simplified version of stepAIC()                               #
############################################################################


mult.fit <- lm(target_death_rate~., data = raw_data2)
step(mult.fit, direction = 'both')
## Start:  AIC=18331.83
## target_death_rate ~ avg_ann_count + incidence_rate + med_income + 
##     poverty_percent + median_age_male + median_age_female + pct_bach_deg25_over + 
##     pct_unemployed16_over + pct_public_coverage_alone
## 
##                             Df Sum of Sq     RSS   AIC
## - median_age_female          1         7 1241348 18330
## - median_age_male            1        53 1241394 18330
## - med_income                 1        83 1241424 18330
## - avg_ann_count              1       424 1241765 18331
## <none>                                   1241341 18332
## - pct_public_coverage_alone  1      3483 1244824 18338
## - pct_unemployed16_over      1      5304 1246645 18343
## - poverty_percent            1      7651 1248993 18349
## - pct_bach_deg25_over        1    110437 1351778 18590
## - incidence_rate             1    417846 1659187 19214
## 
## Step:  AIC=18329.85
## target_death_rate ~ avg_ann_count + incidence_rate + med_income + 
##     poverty_percent + median_age_male + pct_bach_deg25_over + 
##     pct_unemployed16_over + pct_public_coverage_alone
## 
##                             Df Sum of Sq     RSS   AIC
## - med_income                 1        80 1241428 18328
## - avg_ann_count              1       427 1241776 18329
## - median_age_male            1       582 1241930 18329
## <none>                                   1241348 18330
## + median_age_female          1         7 1241341 18332
## - pct_public_coverage_alone  1      3485 1244833 18336
## - pct_unemployed16_over      1      5319 1246667 18341
## - poverty_percent            1      7649 1248997 18347
## - pct_bach_deg25_over        1    110598 1351946 18588
## - incidence_rate             1    417875 1659223 19212
## 
## Step:  AIC=18328.04
## target_death_rate ~ avg_ann_count + incidence_rate + poverty_percent + 
##     median_age_male + pct_bach_deg25_over + pct_unemployed16_over + 
##     pct_public_coverage_alone
## 
##                             Df Sum of Sq     RSS   AIC
## - avg_ann_count              1       403 1241831 18327
## - median_age_male            1       504 1241932 18327
## <none>                                   1241428 18328
## + med_income                 1        80 1241348 18330
## + median_age_female          1         4 1241424 18330
## - pct_public_coverage_alone  1      3556 1244984 18335
## - pct_unemployed16_over      1      5267 1246695 18339
## - poverty_percent            1     14108 1255536 18360
## - pct_bach_deg25_over        1    146192 1387620 18665
## - incidence_rate             1    417799 1659228 19210
## 
## Step:  AIC=18327.03
## target_death_rate ~ incidence_rate + poverty_percent + median_age_male + 
##     pct_bach_deg25_over + pct_unemployed16_over + pct_public_coverage_alone
## 
##                             Df Sum of Sq     RSS   AIC
## - median_age_male            1       610 1242441 18326
## <none>                                   1241831 18327
## + avg_ann_count              1       403 1241428 18328
## + med_income                 1        56 1241776 18329
## + median_age_female          1         7 1241824 18329
## - pct_public_coverage_alone  1      3737 1245568 18334
## - pct_unemployed16_over      1      5570 1247401 18339
## - poverty_percent            1     13954 1255785 18359
## - pct_bach_deg25_over        1    145916 1387747 18664
## - incidence_rate             1    417432 1659263 19208
## 
## Step:  AIC=18326.53
## target_death_rate ~ incidence_rate + poverty_percent + pct_bach_deg25_over + 
##     pct_unemployed16_over + pct_public_coverage_alone
## 
##                             Df Sum of Sq     RSS   AIC
## <none>                                   1242441 18326
## + median_age_male            1       610 1241831 18327
## + median_age_female          1       568 1241873 18327
## + avg_ann_count              1       510 1241932 18327
## + med_income                 1         1 1242440 18328
## - pct_public_coverage_alone  1      3249 1245691 18332
## - pct_unemployed16_over      1      5909 1248351 18339
## - poverty_percent            1     18299 1260741 18369
## - pct_bach_deg25_over        1    148524 1390965 18669
## - incidence_rate             1    418595 1661036 19209
## 
## Call:
## lm(formula = target_death_rate ~ incidence_rate + poverty_percent + 
##     pct_bach_deg25_over + pct_unemployed16_over + pct_public_coverage_alone, 
##     data = raw_data2)
## 
## Coefficients:
##               (Intercept)             incidence_rate  
##                   81.5214                     0.2167  
##           poverty_percent        pct_bach_deg25_over  
##                    0.6703                    -1.6400  
##     pct_unemployed16_over  pct_public_coverage_alone  
##                    0.5633                     0.3145
#########################################################################################
# Forward elimination: Reversed backward elimination starting with the lowest p-value   #                                                            
#########################################################################################


### Step 1:  Fit simple linear regressions for all variables,look for the variable with lowest p-value
fit1 <- lm(target_death_rate ~ avg_ann_count, data=raw_data2)
tidy(fit1)
## # A tibble: 2 x 5
##   term             estimate std.error statistic p.value
##   <chr>               <dbl>     <dbl>     <dbl>   <dbl>
## 1 (Intercept)    179.       0.514        348.   0      
## 2 avg_ann_count   -0.000153 0.0000481     -3.19 0.00142
fit2 <- lm(target_death_rate ~ incidence_rate, data=raw_data2)
tidy(fit2)
## # A tibble: 2 x 5
##   term           estimate std.error statistic   p.value
##   <chr>             <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)      76.2     3.72         20.5 1.61e- 87
## 2 incidence_rate    0.229   0.00823      27.8 2.07e-151
fit3 <- lm(target_death_rate ~ med_income, data=raw_data2)
tidy(fit3)
## # A tibble: 2 x 5
##   term           estimate std.error statistic   p.value
##   <chr>             <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)  225.       1.83          123.  0.       
## 2 med_income    -0.000988 0.0000377     -26.2 2.04e-136
fit4 <- lm(target_death_rate ~ poverty_percent, data=raw_data2)
tidy(fit4)
## # A tibble: 2 x 5
##   term            estimate std.error statistic   p.value
##   <chr>              <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)       147.      1.28       115.  0.       
## 2 poverty_percent     1.86    0.0709      26.2 5.90e-137
fit5 <- lm(target_death_rate ~ median_age_male, data=raw_data2)
tidy(fit5)
## # A tibble: 2 x 5
##   term            estimate std.error statistic p.value
##   <chr>              <dbl>     <dbl>     <dbl>   <dbl>
## 1 (Intercept)      183.       3.84       47.7    0    
## 2 median_age_male   -0.116    0.0962     -1.21   0.226
fit6 <- lm(target_death_rate ~ median_age_female, data=raw_data2)
tidy(fit6)
## # A tibble: 2 x 5
##   term              estimate std.error statistic   p.value
##   <chr>                <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)       176.        4.04      43.6   3.00e-323
## 2 median_age_female   0.0632    0.0950     0.665 5.06e-  1
fit7 <- lm(target_death_rate ~ pct_bach_deg25_over, data=raw_data2)
tidy(fit7)
## # A tibble: 2 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)           212.      1.17       181.  0.       
## 2 pct_bach_deg25_over    -2.50    0.0815     -30.6 5.66e-180
fit8 <- lm(target_death_rate ~ pct_unemployed16_over, data=raw_data2)
tidy(fit8)
## # A tibble: 2 x 5
##   term                  estimate std.error statistic   p.value
##   <chr>                    <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)             155.       1.16      134.  0.       
## 2 pct_unemployed16_over     3.04     0.135      22.6 2.47e-104
fit9 <- lm(target_death_rate ~ pct_public_coverage_alone, data=raw_data2)
tidy(fit9)
## # A tibble: 2 x 5
##   term                      estimate std.error statistic   p.value
##   <chr>                        <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                 139.      1.48        94.0 0.       
## 2 pct_public_coverage_alone     2.04    0.0735      27.8 2.35e-151
# Enter first the one with the lowest p-value: pct_bach_deg25_over
forward1<-lm(target_death_rate~pct_bach_deg25_over , data=raw_data2)
tidy(forward1)
## # A tibble: 2 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)           212.      1.17       181.  0.       
## 2 pct_bach_deg25_over    -2.50    0.0815     -30.6 5.66e-180
### Step 2: Enter the one with the lowest p-value in the rest 
fit1 <- update(forward1, . ~ . +avg_ann_count)
tidy(fit1)
## # A tibble: 3 x 5
##   term                   estimate std.error statistic   p.value
##   <chr>                     <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          212.       1.17         181.   0.       
## 2 pct_bach_deg25_over   -2.49     0.0815       -30.5  6.02e-179
## 3 avg_ann_count         -0.000101 0.0000421     -2.39 1.68e-  2
fit2 <- update(forward1, . ~ . +incidence_rate)
tidy(fit2)
## # A tibble: 3 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          112.      3.34         33.6 3.85e-211
## 2 pct_bach_deg25_over   -2.41    0.0710      -34.0 4.54e-215
## 3 incidence_rate         0.219   0.00702      31.3 1.60e-186
fit3 <- update(forward1, . ~ . +med_income)
tidy(fit3)
## # A tibble: 3 x 5
##   term                   estimate std.error statistic  p.value
##   <chr>                     <dbl>     <dbl>     <dbl>    <dbl>
## 1 (Intercept)          222.       1.77         126.   0.      
## 2 pct_bach_deg25_over   -1.87     0.114        -16.5  1.81e-58
## 3 med_income            -0.000396 0.0000510     -7.76 1.13e-14
fit4 <- update(forward1, . ~ . +poverty_percent)
tidy(fit4)
## # A tibble: 3 x 5
##   term                estimate std.error statistic  p.value
##   <chr>                  <dbl>     <dbl>     <dbl>    <dbl>
## 1 (Intercept)           186.      2.29        81.0 0.      
## 2 pct_bach_deg25_over    -1.84    0.0936     -19.7 2.10e-81
## 3 poverty_percent         1.03    0.0788      13.1 2.72e-38
fit5 <- update(forward1, . ~ . +median_age_male)
tidy(fit5)
## # A tibble: 3 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          231.       3.67       62.9  0.       
## 2 pct_bach_deg25_over   -2.56     0.0818    -31.2  4.07e-186
## 3 median_age_male       -0.464    0.0845     -5.49 4.34e-  8
fit6 <- update(forward1, . ~ . +median_age_female)
tidy(fit6)
## # A tibble: 3 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          230.       3.92       58.7  0.       
## 2 pct_bach_deg25_over   -2.57     0.0826    -31.1  5.65e-185
## 3 median_age_female     -0.411    0.0841     -4.88 1.12e-  6
fit7 <- update(forward1, . ~ . +pct_unemployed16_over)
tidy(fit7)
## # A tibble: 3 x 5
##   term                  estimate std.error statistic   p.value
##   <chr>                    <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)             192.      1.85       103.  0.       
## 2 pct_bach_deg25_over      -2.06    0.0852     -24.1 5.27e-118
## 3 pct_unemployed16_over     1.84    0.133       13.8 2.79e- 42
fit8 <- update(forward1, . ~ . +pct_public_coverage_alone)
tidy(fit8)
## # A tibble: 3 x 5
##   term                      estimate std.error statistic  p.value
##   <chr>                        <dbl>     <dbl>     <dbl>    <dbl>
## 1 (Intercept)                 180.      2.75        65.6 0.      
## 2 pct_bach_deg25_over          -1.73    0.0999     -17.4 2.09e-64
## 3 pct_public_coverage_alone     1.11    0.0881      12.6 1.05e-35
# Enter the one with the lowest p-value: incidence_rate
forward2 <- update(forward1, . ~ . + incidence_rate)
tidy(forward2)
## # A tibble: 3 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          112.      3.34         33.6 3.85e-211
## 2 pct_bach_deg25_over   -2.41    0.0710      -34.0 4.54e-215
## 3 incidence_rate         0.219   0.00702      31.3 1.60e-186
### Step 3: Enter the one with the lowest p-value in the rest 
fit1 <- update(forward2, . ~ . +avg_ann_count)
tidy(fit1)
## # A tibble: 4 x 5
##   term                   estimate std.error statistic   p.value
##   <chr>                     <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          112.       3.33          33.7  1.91e-211
## 2 pct_bach_deg25_over   -2.40     0.0709       -33.9  7.70e-214
## 3 incidence_rate         0.220    0.00701       31.4  6.87e-188
## 4 avg_ann_count         -0.000128 0.0000366     -3.51 4.57e-  4
fit2 <- update(forward2, . ~ . +med_income)
tidy(fit2)
## # A tibble: 4 x 5
##   term                   estimate std.error statistic   p.value
##   <chr>                     <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          123.       3.45           35.7 4.94e-233
## 2 pct_bach_deg25_over   -1.71     0.0985        -17.3 2.64e- 64
## 3 incidence_rate         0.222    0.00691        32.2 1.59e-195
## 4 med_income            -0.000448 0.0000441     -10.2 7.84e- 24
fit3 <- update(forward2, . ~ . +poverty_percent)
tidy(fit3)
## # A tibble: 4 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)           84.8     3.66         23.2 1.60e-109
## 2 pct_bach_deg25_over   -1.74    0.0806      -21.6 2.47e- 96
## 3 incidence_rate         0.221   0.00675      32.7 1.66e-201
## 4 poverty_percent        1.06    0.0678       15.7 2.21e- 53
fit4 <- update(forward2, . ~ . +median_age_male)
tidy(fit4)
## # A tibble: 4 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          130.      4.54        28.6  1.18e-159
## 2 pct_bach_deg25_over   -2.47    0.0712     -34.6  8.52e-222
## 3 incidence_rate         0.219   0.00698     31.3  6.17e-187
## 4 median_age_male       -0.418   0.0735      -5.69 1.42e-  8
fit5 <- update(forward2, . ~ . +median_age_female)
tidy(fit5)
## # A tibble: 4 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          129.      4.69        27.5  3.09e-149
## 2 pct_bach_deg25_over   -2.48    0.0719     -34.5  2.07e-220
## 3 incidence_rate         0.219   0.00699     31.3  6.16e-187
## 4 median_age_female     -0.373   0.0732      -5.10 3.62e-  7
fit6 <- update(forward2, . ~ . +pct_unemployed16_over)
tidy(fit6)
## # A tibble: 4 x 5
##   term                  estimate std.error statistic   p.value
##   <chr>                    <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)             99.4     3.40         29.2 1.33e-165
## 2 pct_bach_deg25_over     -2.06    0.0744      -27.6 5.04e-150
## 3 incidence_rate           0.211   0.00686      30.8 1.74e-181
## 4 pct_unemployed16_over    1.51    0.117        12.9 2.87e- 37
fit7 <- update(forward2, . ~ . +pct_public_coverage_alone)
tidy(fit7)
## # A tibble: 4 x 5
##   term                      estimate std.error statistic   p.value
##   <chr>                        <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                 83.2     3.86         21.6 3.40e- 96
## 2 pct_bach_deg25_over         -1.69    0.0865      -19.5 6.11e- 80
## 3 incidence_rate               0.217   0.00681      31.9 2.83e-193
## 4 pct_public_coverage_alone    1.06    0.0763       13.9 1.55e- 42
# Enter the one with the lowest p-value: poverty_percent
forward3 <- update(forward2, . ~ . + poverty_percent)
tidy(forward3)
## # A tibble: 4 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)           84.8     3.66         23.2 1.60e-109
## 2 pct_bach_deg25_over   -1.74    0.0806      -21.6 2.47e- 96
## 3 incidence_rate         0.221   0.00675      32.7 1.66e-201
## 4 poverty_percent        1.06    0.0678       15.7 2.21e- 53
### Step 4: Enter the one with the lowest p-value in the rest 
fit1 <- update(forward3, . ~ . +avg_ann_count)
tidy(fit1)
## # A tibble: 5 x 5
##   term                   estimate std.error statistic   p.value
##   <chr>                     <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          85.1       3.66          23.2  4.21e-110
## 2 pct_bach_deg25_over  -1.74      0.0806       -21.6  9.82e- 97
## 3 incidence_rate        0.221     0.00675       32.8  5.91e-202
## 4 poverty_percent       1.05      0.0683        15.4  2.24e- 51
## 5 avg_ann_count        -0.0000631 0.0000355     -1.78 7.56e-  2
fit2 <- update(forward3, . ~ . +med_income)
tidy(fit2)
## # A tibble: 5 x 5
##   term                   estimate std.error statistic   p.value
##   <chr>                     <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          83.0       4.78         17.4   2.07e- 64
## 2 pct_bach_deg25_over  -1.77      0.0965      -18.4   1.44e- 71
## 3 incidence_rate        0.221     0.00676      32.7   5.62e-201
## 4 poverty_percent       1.10      0.0936       11.8   2.48e- 31
## 5 med_income            0.0000359 0.0000595     0.603 5.46e-  1
fit3 <- update(forward3, . ~ . +median_age_male)
tidy(fit3)
## # A tibble: 5 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          87.1      5.29       16.5   1.53e- 58
## 2 pct_bach_deg25_over  -1.76     0.0844    -20.8   6.49e- 90
## 3 incidence_rate        0.221    0.00675    32.7   3.52e-201
## 4 poverty_percent       1.05     0.0721     14.6   1.97e- 46
## 5 median_age_male      -0.0458   0.0755     -0.606 5.44e-  1
fit4 <- update(forward3, . ~ . +median_age_female)
tidy(fit4)
## # A tibble: 5 x 5
##   term                estimate std.error statistic   p.value
##   <chr>                  <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)          87.5      5.34       16.4   4.92e- 58
## 2 pct_bach_deg25_over  -1.76     0.0848    -20.7   1.66e- 89
## 3 incidence_rate        0.221    0.00675    32.7   3.10e-201
## 4 poverty_percent       1.05     0.0709     14.8   7.89e- 48
## 5 median_age_female    -0.0522   0.0740     -0.705 4.81e-  1
fit5 <- update(forward3, . ~ . +pct_unemployed16_over)
tidy(fit5)
## # A tibble: 5 x 5
##   term                  estimate std.error statistic   p.value
##   <chr>                    <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)             85.0     3.65        23.3  8.95e-111
## 2 pct_bach_deg25_over     -1.73    0.0804     -21.5  1.54e- 95
## 3 incidence_rate           0.217   0.00678     32.0  6.66e-194
## 4 poverty_percent          0.828   0.0833       9.94 6.49e- 23
## 5 pct_unemployed16_over    0.686   0.142        4.84 1.37e-  6
fit6 <- update(forward3, . ~ . +pct_public_coverage_alone)
tidy(fit6)
## # A tibble: 5 x 5
##   term                      estimate std.error statistic   p.value
##   <chr>                        <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                 80.0     3.84        20.8  2.98e- 90
## 2 pct_bach_deg25_over         -1.62    0.0860     -18.8  1.26e- 74
## 3 incidence_rate               0.220   0.00674     32.6  4.09e-200
## 4 poverty_percent              0.785   0.0957       8.20 3.45e- 16
## 5 pct_public_coverage_alone    0.439   0.107        4.11 4.09e-  5
# Enter the one with the lowest p-value: pct_unemployed16_over 
forward4 <- update(forward3, . ~ . + pct_unemployed16_over )
tidy(forward4)
## # A tibble: 5 x 5
##   term                  estimate std.error statistic   p.value
##   <chr>                    <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)             85.0     3.65        23.3  8.95e-111
## 2 pct_bach_deg25_over     -1.73    0.0804     -21.5  1.54e- 95
## 3 incidence_rate           0.217   0.00678     32.0  6.66e-194
## 4 poverty_percent          0.828   0.0833       9.94 6.49e- 23
## 5 pct_unemployed16_over    0.686   0.142        4.84 1.37e-  6
### Step 5: Enter the one with the lowest p-value in the rest 
fit1 <- update(forward4, . ~ . +avg_ann_count)
tidy(fit1)
## # A tibble: 6 x 5
##   term                     estimate std.error statistic   p.value
##   <chr>                       <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)            85.3       3.65          23.4  4.52e-111
## 2 pct_bach_deg25_over    -1.73      0.0804       -21.5  8.72e- 96
## 3 incidence_rate          0.217     0.00678       32.0  3.57e-194
## 4 poverty_percent         0.824     0.0833         9.89 9.80e- 23
## 5 pct_unemployed16_over   0.666     0.143          4.67 3.20e-  6
## 6 avg_ann_count          -0.0000442 0.0000356     -1.24 2.15e-  1
fit2 <- update(forward4, . ~ . +med_income)
tidy(fit2)
## # A tibble: 6 x 5
##   term                     estimate std.error statistic   p.value
##   <chr>                       <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)            86.0       4.80         17.9   3.38e- 68
## 2 pct_bach_deg25_over    -1.71      0.0970      -17.6   2.18e- 66
## 3 incidence_rate          0.217     0.00678      32.0   7.43e-194
## 4 poverty_percent         0.805     0.112         7.19  7.99e- 13
## 5 pct_unemployed16_over   0.694     0.144         4.81  1.59e-  6
## 6 med_income             -0.0000183 0.0000604    -0.303 7.62e-  1
fit3 <- update(forward4, . ~ . +median_age_male)
tidy(fit3)
## # A tibble: 6 x 5
##   term                  estimate std.error statistic   p.value
##   <chr>                    <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)            87.1      5.27       16.5   6.11e- 59
## 2 pct_bach_deg25_over    -1.74     0.0842    -20.7   5.02e- 89
## 3 incidence_rate          0.217    0.00678    32.0   1.28e-193
## 4 poverty_percent         0.815    0.0866      9.41  9.89e- 21
## 5 pct_unemployed16_over   0.685    0.142       4.83  1.43e-  6
## 6 median_age_male        -0.0412   0.0752     -0.548 5.84e-  1
fit4 <- update(forward4, . ~ . +median_age_female)
tidy(fit4)
## # A tibble: 6 x 5
##   term                  estimate std.error statistic   p.value
##   <chr>                    <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)            87.2      5.32       16.4   5.24e- 58
## 2 pct_bach_deg25_over    -1.74     0.0846    -20.6   2.24e- 88
## 3 incidence_rate          0.217    0.00678    32.0   1.05e-193
## 4 poverty_percent         0.817    0.0855      9.55  2.54e- 21
## 5 pct_unemployed16_over   0.684    0.142       4.82  1.51e-  6
## 6 median_age_female      -0.0415   0.0737     -0.563 5.74e-  1
fit5 <- update(forward4, . ~ . +pct_public_coverage_alone)
tidy(fit5)
## # A tibble: 6 x 5
##   term                      estimate std.error statistic   p.value
##   <chr>                        <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                 81.5     3.85        21.2  6.58e- 93
## 2 pct_bach_deg25_over         -1.64    0.0860     -19.1  1.20e- 76
## 3 incidence_rate               0.217   0.00677     32.0  5.24e-194
## 4 poverty_percent              0.670   0.100        6.69 2.60e- 11
## 5 pct_unemployed16_over        0.563   0.148        3.80 1.46e-  4
## 6 pct_public_coverage_alone    0.315   0.112        2.82 4.83e-  3
# Enter the one with the lowest p-value: pct_public_coverage_alone
forward5 <- update(forward4, . ~ . + pct_public_coverage_alone )
tidy(forward5)
## # A tibble: 6 x 5
##   term                      estimate std.error statistic   p.value
##   <chr>                        <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                 81.5     3.85        21.2  6.58e- 93
## 2 pct_bach_deg25_over         -1.64    0.0860     -19.1  1.20e- 76
## 3 incidence_rate               0.217   0.00677     32.0  5.24e-194
## 4 poverty_percent              0.670   0.100        6.69 2.60e- 11
## 5 pct_unemployed16_over        0.563   0.148        3.80 1.46e-  4
## 6 pct_public_coverage_alone    0.315   0.112        2.82 4.83e-  3
### Step 6: Enter the one with the lowest p-value in the rest 
fit1 <- update(forward5, . ~ . +avg_ann_count)
tidy(fit1)
## # A tibble: 7 x 5
##   term                         estimate std.error statistic   p.value
##   <chr>                           <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                81.8       3.86          21.2  3.82e- 93
## 2 pct_bach_deg25_over        -1.64      0.0861       -19.1  6.97e- 77
## 3 incidence_rate              0.217     0.00677       32.0  3.25e-194
## 4 poverty_percent             0.670     0.100          6.69 2.62e- 11
## 5 pct_unemployed16_over       0.547     0.149          3.68 2.39e-  4
## 6 pct_public_coverage_alone   0.309     0.112          2.77 5.68e-  3
## 7 avg_ann_count              -0.0000398 0.0000356     -1.12 2.64e-  1
fit2 <- update(forward5, . ~ . +med_income)
tidy(fit2)
## # A tibble: 7 x 5
##   term                          estimate std.error statistic   p.value
##   <chr>                            <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                81.4        5.07        16.0    1.36e- 55
## 2 pct_bach_deg25_over        -1.64       0.0999     -16.4    2.84e- 58
## 3 incidence_rate              0.217      0.00677     32.0    6.81e-194
## 4 poverty_percent             0.674      0.121        5.56   2.96e-  8
## 5 pct_unemployed16_over       0.562      0.152        3.70   2.17e-  4
## 6 pct_public_coverage_alone   0.315      0.112        2.80   5.08e-  3
## 7 med_income                  0.00000299 0.0000608    0.0492 9.61e-  1
fit3 <- update(forward5, . ~ . +median_age_male)
tidy(fit3)
## # A tibble: 7 x 5
##   term                      estimate std.error statistic   p.value
##   <chr>                        <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                85.9      5.27        16.3  2.73e- 57
## 2 pct_bach_deg25_over        -1.66     0.0880     -18.9  2.05e- 75
## 3 incidence_rate              0.216    0.00677     32.0  1.46e-193
## 4 poverty_percent             0.625    0.107        5.84 5.62e-  9
## 5 pct_unemployed16_over       0.549    0.149        3.69 2.26e-  4
## 6 pct_public_coverage_alone   0.346    0.115        3.02 2.51e-  3
## 7 median_age_male            -0.0943   0.0772      -1.22 2.22e-  1
fit4 <- update(forward5, . ~ . +median_age_female)
tidy(fit4)
## # A tibble: 7 x 5
##   term                      estimate std.error statistic   p.value
##   <chr>                        <dbl>     <dbl>     <dbl>     <dbl>
## 1 (Intercept)                85.9      5.33        16.1  4.09e- 56
## 2 pct_bach_deg25_over        -1.66     0.0884     -18.8  6.72e- 75
## 3 incidence_rate              0.217    0.00677     32.0  1.02e-193
## 4 poverty_percent             0.633    0.105        6.03 1.87e-  9
## 5 pct_unemployed16_over       0.547    0.149        3.68 2.38e-  4
## 6 pct_public_coverage_alone   0.343    0.114        3.00 2.68e-  3
## 7 median_age_female          -0.0888   0.0753      -1.18 2.38e-  1
# P-value of all new added variables are larger than 0.15, which means that they 
# are not significant predictor, and we stop here.

# The model we obtained is target_death_rate~population + murder + hs_grad + frost
mult.fit <- lm(target_death_rate~pct_bach_deg25_over + incidence_rate + poverty_percent + pct_public_coverage_alone + pct_unemployed16_over , data = raw_data2)
summary(mult.fit)
## 
## Call:
## lm(formula = target_death_rate ~ pct_bach_deg25_over + incidence_rate + 
##     poverty_percent + pct_public_coverage_alone + pct_unemployed16_over, 
##     data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -115.808  -11.920    0.036   11.653  138.911 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)               81.52141    3.85070  21.171  < 2e-16 ***
## pct_bach_deg25_over       -1.64000    0.08601 -19.066  < 2e-16 ***
## incidence_rate             0.21669    0.00677  32.009  < 2e-16 ***
## poverty_percent            0.67035    0.10016   6.692  2.6e-11 ***
## pct_public_coverage_alone  0.31452    0.11153   2.820 0.004832 ** 
## pct_unemployed16_over      0.56332    0.14812   3.803 0.000146 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.21 on 3041 degrees of freedom
## Multiple R-squared:  0.4704, Adjusted R-squared:  0.4695 
## F-statistic: 540.1 on 5 and 3041 DF,  p-value: < 2.2e-16

Predictive capability of the model

K-fold Cross Validation (CV)

Use 5-fold validation and create the training sets
set.seed(2)
# Use 5-fold validation and create the training sets

data_train <- trainControl(method = "cv", number = 5)

# Fit the 4-variables model
model_caret <- train(target_death_rate~pct_bach_deg25_over + incidence_rate + poverty_percent + pct_public_coverage_alone + pct_unemployed16_over, data = raw_data2,
                   trControl = data_train,
                   method = 'lm',
                   na.action = na.pass)
  
# Model predictions using 9 parts of the data fro training 
model_caret
## Linear Regression 
## 
## 3047 samples
##    5 predictor
## 
## No pre-processing
## Resampling: Cross-Validated (5 fold) 
## Summary of sample sizes: 2437, 2436, 2438, 2438, 2439 
## Resampling results:
## 
##   RMSE      Rsquared   MAE     
##   20.24465  0.4677846  15.24931
## 
## Tuning parameter 'intercept' was held constant at a value of TRUE
#Rsquared - good % variantion acconted for

# Model coefficients
model_caret$finalModel
## 
## Call:
## lm(formula = .outcome ~ ., data = dat)
## 
## Coefficients:
##               (Intercept)        pct_bach_deg25_over  
##                   81.5214                    -1.6400  
##            incidence_rate            poverty_percent  
##                    0.2167                     0.6703  
## pct_public_coverage_alone      pct_unemployed16_over  
##                    0.3145                     0.5633
# Examine model prediction for each fold
model_caret$resample
##       RMSE  Rsquared      MAE Resample
## 1 21.58995 0.4214613 16.27078    Fold1
## 2 20.04934 0.4532497 15.09847    Fold2
## 3 19.43824 0.4890545 14.87760    Fold3
## 4 19.76809 0.4924930 15.05873    Fold4
## 5 20.37763 0.4826646 14.94098    Fold5
# Look at standard deviation around the Mean Square Error value by examining the Root Mean Square Error from each fold.
sd(model_caret$resample$RMSE^2)
## [1] 34.0761
Use 10-fold validation and create the training sets
set.seed(2)
# Use 10-fold validation and create the training sets

data_train1 <- trainControl(method = "cv", number = 10)

# Fit the 4-variables model
model_caret1 <- train(target_death_rate~pct_bach_deg25_over + incidence_rate + poverty_percent + pct_public_coverage_alone + pct_unemployed16_over, data = raw_data2,
                   trControl = data_train1,
                   method = 'lm',
                   na.action = na.pass)
  
# Model predictions using 9 parts of the data fro training 
model_caret1
## Linear Regression 
## 
## 3047 samples
##    5 predictor
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 2743, 2742, 2741, 2741, 2743, 2743, ... 
## Resampling results:
## 
##   RMSE      Rsquared   MAE     
##   20.21528  0.4688376  15.23858
## 
## Tuning parameter 'intercept' was held constant at a value of TRUE
#Rsquared - good % variantion acconted for

# Model coefficients
model_caret1$finalModel
## 
## Call:
## lm(formula = .outcome ~ ., data = dat)
## 
## Coefficients:
##               (Intercept)        pct_bach_deg25_over  
##                   81.5214                    -1.6400  
##            incidence_rate            poverty_percent  
##                    0.2167                     0.6703  
## pct_public_coverage_alone      pct_unemployed16_over  
##                    0.3145                     0.5633
# Examine model prediction for each fold
model_caret1$resample
##        RMSE  Rsquared      MAE Resample
## 1  19.67900 0.5418003 15.29448   Fold01
## 2  19.55820 0.4529708 14.87300   Fold02
## 3  20.19774 0.5137569 15.59214   Fold03
## 4  18.86526 0.5361717 14.33337   Fold04
## 5  20.92994 0.4374168 14.94004   Fold05
## 6  23.28893 0.3084409 17.22143   Fold06
## 7  20.24153 0.4530160 15.07039   Fold07
## 8  18.98655 0.4661237 14.35315   Fold08
## 9  20.64214 0.4495268 15.78602   Fold09
## 10 19.76346 0.5291524 14.92182   Fold10
# Look at standard deviation around the Mean Square Error value by examining the Root Mean Square Error from each fold.
sd(model_caret1$resample$RMSE^2)
## [1] 53.33405
# Let's look at the model using all data, no CV
full_model <- lm(target_death_rate~pct_bach_deg25_over + incidence_rate + poverty_percent + pct_public_coverage_alone + pct_unemployed16_over , data = raw_data2)
summary(full_model)
## 
## Call:
## lm(formula = target_death_rate ~ pct_bach_deg25_over + incidence_rate + 
##     poverty_percent + pct_public_coverage_alone + pct_unemployed16_over, 
##     data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -115.808  -11.920    0.036   11.653  138.911 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)               81.52141    3.85070  21.171  < 2e-16 ***
## pct_bach_deg25_over       -1.64000    0.08601 -19.066  < 2e-16 ***
## incidence_rate             0.21669    0.00677  32.009  < 2e-16 ***
## poverty_percent            0.67035    0.10016   6.692  2.6e-11 ***
## pct_public_coverage_alone  0.31452    0.11153   2.820 0.004832 ** 
## pct_unemployed16_over      0.56332    0.14812   3.803 0.000146 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.21 on 3041 degrees of freedom
## Multiple R-squared:  0.4704, Adjusted R-squared:  0.4695 
## F-statistic: 540.1 on 5 and 3041 DF,  p-value: < 2.2e-16
# Full data had an Rsquared=0.4704
summary(model_caret$resample$RMSE^2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   377.8   390.8   402.0   410.4   415.2   466.1
summary(model_caret1$resample$RMSE^2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   355.9   383.7   399.3   410.1   422.0   542.4
par(mfrow = c(1,2))
boxplot(model_caret$resample$RMSE^2, main = "MSE of 5 fold CV", ylim = c(330, 500))
boxplot(model_caret1$resample$RMSE^2, main = "MSE of 10 fold CV", ylim = c(330, 500))

Bootstrap to assess the variability of model estimates: b0 and b1

boot.fn<-function(data, index){
    return(coef(lm(target_death_rate~pct_bach_deg25_over + incidence_rate + poverty_percent + pct_public_coverage_alone + pct_unemployed16_over , data = raw_data2, subset=index)))}

# Our usual regression, no bootstrap yet
boot.fn(raw_data2,1:3047)
##               (Intercept)       pct_bach_deg25_over 
##                81.5214119                -1.6400011 
##            incidence_rate           poverty_percent 
##                 0.2166919                 0.6703476 
## pct_public_coverage_alone     pct_unemployed16_over 
##                 0.3145169                 0.5633237
# Compute the estimates by sampling with replacement
# Sample chooses 3047 observations from 3047, with replacement
# Might have duplicates
set.seed(1)

# One draw
boot.fn(raw_data2,sample(3047,3047,replace=T))
##               (Intercept)       pct_bach_deg25_over 
##                78.6902105                -1.6185472 
##            incidence_rate           poverty_percent 
##                 0.2268301                 0.6923212 
## pct_public_coverage_alone     pct_unemployed16_over 
##                 0.1767648                 0.5688248
# Use function boot() to repeat the sampling 10000 times.
# Repeat 10000 times to get the estimates, SEs ad bias

boot(raw_data2, boot.fn, 10000)
## 
## ORDINARY NONPARAMETRIC BOOTSTRAP
## 
## 
## Call:
## boot(data = raw_data2, statistic = boot.fn, R = 10000)
## 
## 
## Bootstrap Statistics :
##       original        bias    std. error
## t1* 81.5214119 -1.979971e-01  5.70959892
## t2* -1.6400011  4.540618e-05  0.08890913
## t3*  0.2166919  4.460595e-04  0.01093201
## t4*  0.6703476  3.669714e-03  0.11485604
## t5*  0.3145169 -3.404846e-03  0.12938016
## t6*  0.5633237  8.594528e-04  0.18087151

Model validation: criteria

newsummary <- function(model)
{
    list('coefs'    = round(t(summary(model)$coef[, 1:2]), 4),
         'criteria' = cbind('SSE'   = anova(model)["Residuals", "Sum Sq"],
                            'PRESS' = PRESS(model),
                            'MSE'   = anova(model)["Residuals", "Mean Sq"],
                            'Rsq'   = summary(model)$adj.r.squared))
}

newsummary(lm(target_death_rate~pct_bach_deg25_over + incidence_rate + poverty_percent + pct_public_coverage_alone + pct_unemployed16_over , data = raw_data2))
## $coefs
##            (Intercept) pct_bach_deg25_over incidence_rate poverty_percent
## Estimate       81.5214              -1.640         0.2167          0.6703
## Std. Error      3.8507               0.086         0.0068          0.1002
##            pct_public_coverage_alone pct_unemployed16_over
## Estimate                      0.3145                0.5633
## Std. Error                    0.1115                0.1481
## 
## $criteria
##          SSE   PRESS      MSE      Rsq
## [1,] 1242441 1249944 408.5634 0.469499
raw_data <- read_csv("./Data/Cancer_Registry.csv")
## Parsed with column specification:
## cols(
##   .default = col_double(),
##   avgDeathsPerYear = col_integer(),
##   medIncome = col_integer(),
##   popEst2015 = col_integer(),
##   binnedInc = col_character(),
##   Geography = col_character()
## )
## See spec(...) for full column specifications.
raw_data = janitor::clean_names(raw_data)
raw_data1 = raw_data %>% 
  select(-binned_inc) %>% 
  separate(geography, c("county", "state"), sep = ",") %>% 
  mutate(county = as.factor(county), 
         state = as.factor(state),
         avg_ann_count = avg_ann_count / pop_est2015*100000) %>% 
  select(target_death_rate, avg_ann_count, everything())
sapply(raw_data1, function(x) sum(is.na(x)))
##          target_death_rate              avg_ann_count 
##                          0                          0 
##        avg_deaths_per_year             incidence_rate 
##                          0                          0 
##                 med_income                pop_est2015 
##                          0                          0 
##            poverty_percent              study_per_cap 
##                          0                          0 
##                 median_age            median_age_male 
##                          0                          0 
##          median_age_female                     county 
##                          0                          0 
##                      state         avg_household_size 
##                          0                          0 
##            percent_married             pct_no_hs18_24 
##                          0                          0 
##                pct_hs18_24          pct_some_col18_24 
##                          0                       2285 
##          pct_bach_deg18_24              pct_hs25_over 
##                          0                          0 
##        pct_bach_deg25_over        pct_employed16_over 
##                          0                        152 
##      pct_unemployed16_over       pct_private_coverage 
##                          0                          0 
## pct_private_coverage_alone      pct_emp_priv_coverage 
##                        609                          0 
##        pct_public_coverage  pct_public_coverage_alone 
##                          0                          0 
##                  pct_white                  pct_black 
##                          0                          0 
##                  pct_asian             pct_other_race 
##                          0                          0 
##     pct_married_households                 birth_rate 
##                          0                          0
## Choose possible variables for our model
raw_data2 = raw_data1 %>% 
  select(target_death_rate, incidence_rate, poverty_percent,  pct_bach_deg25_over, pct_unemployed16_over, pct_public_coverage_alone)
sapply(raw_data2, function(x) sum(is.na(x)))
##         target_death_rate            incidence_rate 
##                         0                         0 
##           poverty_percent       pct_bach_deg25_over 
##                         0                         0 
##     pct_unemployed16_over pct_public_coverage_alone 
##                         0                         0
## No missing values
## Visualization of predictors to find outliers
histogram1 = ggplot(raw_data2, aes(x  = raw_data2$target_death_rate)) + geom_histogram() + labs(title = "pct_target_death_rate")
histogram2 = ggplot(raw_data2, aes(x  = raw_data2$incidence_rate)) + geom_histogram() + labs(title = "pct_incidence_rate")
histogram3 = ggplot(raw_data2, aes(x  = raw_data2$poverty_percent)) + geom_histogram() + labs(title = "pct_poverty_percent")
histogram4 = ggplot(raw_data2, aes(x  = raw_data2$pct_bach_deg25_over)) + geom_histogram() + labs(title = "pct_pct_bach_deg25_over")
histogram5 = ggplot(raw_data2, aes(x  = raw_data2$pct_unemployed16_over)) + geom_histogram() + labs(title = "pct_unemployed16_over")
histogram6 = ggplot(raw_data2, aes(x  = raw_data2$pct_public_coverage_alone)) + geom_histogram() + labs(title = "pct_public_coverage_alone")
grid.arrange(histogram1, histogram2, histogram3, histogram4, histogram5,histogram6, ncol=2)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

histogram1 = ggplot(raw_data2, aes(x  = raw_data2$target_death_rate)) + geom_point() + labs(title = "pct_target_death_rate")
## dotplot to make outliers more distinct
dot1 = ggplot(raw_data2, aes(x  = raw_data2$target_death_rate, y =raw_data2$target_death_rate)) + geom_point() + labs(title = "pct_target_death_rate")
dot2 = ggplot(raw_data2, aes(x  = raw_data2$incidence_rate, y =raw_data2$target_death_rate)) + geom_point() + labs(title = "pct_incidence_rate")
dot3 = ggplot(raw_data2, aes(x  = raw_data2$poverty_percent, y =raw_data2$target_death_rate)) + geom_point() + labs(title = "pct_poverty_percent")
dot4 = ggplot(raw_data2, aes(x  = raw_data2$pct_bach_deg25_over, y =raw_data2$target_death_rate)) + geom_point() + labs(title = "pct_pct_bach_deg25_over")
dot5 = ggplot(raw_data2, aes(x  = raw_data2$pct_unemployed16_over, y =raw_data2$target_death_rate)) + geom_point() + labs(title = "pct_unemployed16_over")
dot6 = ggplot(raw_data2, aes(x  = raw_data2$pct_public_coverage_alone, y =raw_data2$target_death_rate)) + geom_point() + labs(title = "pct_public_coverage_alone")
grid.arrange(dot1, dot2, dot3, dot4, dot5, dot6, ncol=2)

## take out outliers 
raw_data3 = raw_data2[-c(1490),]
raw_data3 = raw_data3[-c(282),]
## Two rows are outliers
## Plot new datasets with no outliers
dot1 = ggplot(raw_data3, aes(x  = raw_data3$target_death_rate, y =raw_data3$target_death_rate)) + geom_point() + labs(title = "pct_target_death_rate")
dot2 = ggplot(raw_data3, aes(x  = raw_data3$incidence_rate, y =raw_data3$target_death_rate)) + geom_point() + labs(title = "pct_incidence_rate")
dot3 = ggplot(raw_data3, aes(x  = raw_data3$poverty_percent, y =raw_data3$target_death_rate)) + geom_point() + labs(title = "pct_poverty_percent")
dot4 = ggplot(raw_data3, aes(x  = raw_data3$pct_bach_deg25_over, y =raw_data3$target_death_rate)) + geom_point() + labs(title = "pct_pct_bach_deg25_over")
dot5 = ggplot(raw_data3, aes(x  = raw_data3$pct_unemployed16_over, y =raw_data3$target_death_rate)) + geom_point() + labs(title = "pct_unemployed16_over")
dot6 = ggplot(raw_data3, aes(x  = raw_data3$pct_public_coverage_alone, y =raw_data3$target_death_rate)) + geom_point() + labs(title = "pct_public_coverage_alone")
grid.arrange(dot1, dot2, dot3, dot4, dot5, dot6, ncol=2)

## Descriptive statistics
summary(raw_data3)
##  target_death_rate incidence_rate  poverty_percent pct_bach_deg25_over
##  Min.   : 59.7     Min.   :201.3   Min.   : 3.20   Min.   : 2.50      
##  1st Qu.:161.2     1st Qu.:420.3   1st Qu.:12.10   1st Qu.: 9.40      
##  Median :178.1     Median :453.5   Median :15.90   Median :12.30      
##  Mean   :178.6     Mean   :447.8   Mean   :16.87   Mean   :13.28      
##  3rd Qu.:195.2     3rd Qu.:480.8   3rd Qu.:20.40   3rd Qu.:16.10      
##  Max.   :293.9     Max.   :718.9   Max.   :47.40   Max.   :42.20      
##  pct_unemployed16_over pct_public_coverage_alone
##  Min.   : 0.400        Min.   : 2.60            
##  1st Qu.: 5.500        1st Qu.:14.90            
##  Median : 7.600        Median :18.80            
##  Mean   : 7.851        Mean   :19.24            
##  3rd Qu.: 9.700        3rd Qu.:23.10            
##  Max.   :29.400        Max.   :46.60
mult.fit1 <- lm(target_death_rate~pct_bach_deg25_over + incidence_rate + poverty_percent + pct_public_coverage_alone + pct_unemployed16_over , data = raw_data2)
summary(mult.fit1)
## 
## Call:
## lm(formula = target_death_rate ~ pct_bach_deg25_over + incidence_rate + 
##     poverty_percent + pct_public_coverage_alone + pct_unemployed16_over, 
##     data = raw_data2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -115.808  -11.920    0.036   11.653  138.911 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)               81.52141    3.85070  21.171  < 2e-16 ***
## pct_bach_deg25_over       -1.64000    0.08601 -19.066  < 2e-16 ***
## incidence_rate             0.21669    0.00677  32.009  < 2e-16 ***
## poverty_percent            0.67035    0.10016   6.692  2.6e-11 ***
## pct_public_coverage_alone  0.31452    0.11153   2.820 0.004832 ** 
## pct_unemployed16_over      0.56332    0.14812   3.803 0.000146 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 20.21 on 3041 degrees of freedom
## Multiple R-squared:  0.4704, Adjusted R-squared:  0.4695 
## F-statistic: 540.1 on 5 and 3041 DF,  p-value: < 2.2e-16
## Cook distance
stu_res<-rstandard(mult.fit1)
outliers_y<-stu_res[abs(stu_res)>2.5]

# Measures of influence:
# Gives DFFITS, Cook's Distance, Hat diagonal elements, and others.

influence.measures(mult.fit1)
## Influence measures of
##   lm(formula = target_death_rate ~ pct_bach_deg25_over + incidence_rate +      poverty_percent + pct_public_coverage_alone + pct_unemployed16_over,      data = raw_data2) :
## 
##         dfb.1_  dfb.p__2  dfb.inc_  dfb.pvr_  dfb.p___  dfb.p_16     dffit
## 1     3.78e-03 -4.70e-03 -4.44e-03  2.84e-03  1.40e-03 -5.02e-03 -1.22e-02
## 2    -1.44e-03  1.00e-02 -3.12e-03  7.49e-03 -3.61e-03  5.56e-04  1.44e-02
## 3     2.18e-02  1.55e-02 -3.79e-02 -1.87e-02  2.63e-02 -3.38e-03  5.17e-02
## 4     3.91e-03 -3.57e-03 -4.64e-03 -1.28e-02  7.23e-03  1.06e-02  1.88e-02
## 5    -5.88e-03 -4.04e-03  1.04e-02  8.90e-03 -1.33e-02  5.97e-03 -1.87e-02
## 6     6.89e-03  6.75e-03 -1.38e-02  1.92e-02  4.19e-03 -3.46e-02 -4.41e-02
## 7     1.47e-02 -1.26e-02 -4.16e-03  3.19e-04 -2.37e-02  1.34e-02 -3.22e-02
## 8     4.06e-03  3.11e-04 -6.71e-03 -6.24e-03  8.08e-03  3.27e-04  1.34e-02
## 9     4.35e-06 -3.72e-06 -1.05e-06  5.08e-07 -6.16e-06  7.02e-07 -1.03e-05
## 10    4.61e-03 -1.61e-03 -6.59e-03  3.57e-03  1.15e-03 -5.77e-03 -1.20e-02
## 11    1.98e-02 -6.20e-02  1.20e-02  9.49e-03 -3.67e-02  1.13e-02 -7.04e-02
## 12    1.14e-02 -7.80e-03 -1.03e-02  4.30e-03 -7.18e-03  3.40e-05 -1.80e-02
## 13    1.61e-02  3.77e-03 -2.20e-02 -3.20e-02  2.31e-02  1.10e-02  4.43e-02
## 14    3.00e-03 -3.86e-03 -2.90e-03  2.69e-03 -6.54e-04 -2.47e-03 -7.92e-03
## 15   -6.70e-04  1.52e-03 -1.71e-04 -5.36e-04  1.25e-03  8.08e-06  2.09e-03
## 16   -1.90e-03  3.74e-04  3.37e-03  3.03e-03 -4.75e-03 -5.97e-04 -9.58e-03
## 17    1.93e-03 -2.28e-03 -2.09e-03  6.20e-04  1.08e-03 -2.42e-03 -5.42e-03
## 18   -1.19e-02  2.36e-02 -1.88e-03  4.22e-02 -6.25e-03 -3.81e-02 -6.16e-02
## 19    1.39e-03 -4.78e-03  2.78e-04 -5.67e-05 -3.35e-03  3.43e-03 -9.15e-03
## 20    1.22e-02 -1.53e-02 -7.46e-03 -2.11e-03 -2.29e-03 -1.57e-03 -1.97e-02
## 21    3.09e-03 -2.40e-02  7.67e-03 -4.50e-02  3.01e-02  6.40e-05 -5.42e-02
## 22   -6.85e-03  4.03e-03  6.90e-03 -1.65e-03  1.33e-04 -2.38e-04 -1.38e-02
## 23   -3.41e-05  1.03e-03  2.05e-04  6.82e-04 -2.48e-03  1.27e-03 -4.75e-03
## 24    8.10e-03 -1.17e-02  2.62e-03 -2.04e-02 -6.85e-03  2.73e-02  3.99e-02
## 25   -9.94e-03 -2.50e-02  2.36e-02  1.80e-03  6.04e-03 -1.01e-02  5.01e-02
## 26    1.01e-02 -5.34e-03 -1.27e-02 -6.25e-03 -1.14e-03  1.96e-02  2.71e-02
## 27    1.47e-04  6.77e-04 -8.33e-04  4.67e-04 -3.87e-04  6.40e-04 -1.93e-03
## 28   -6.47e-03  5.02e-03  4.81e-03  7.03e-03  1.39e-03 -6.94e-03  1.21e-02
## 29    7.61e-03 -1.87e-02 -4.92e-03 -2.38e-02 -1.43e-02  7.40e-02  8.16e-02
## 30    4.63e-02  1.84e-03 -4.78e-02  1.06e-02 -3.05e-02  4.48e-03 -6.76e-02
## 31    1.25e-01 -1.75e-02 -1.58e-01 -4.63e-02  6.48e-02 -2.43e-02  1.81e-01
## 32   -6.91e-03 -1.95e-03  2.62e-03 -9.90e-03  2.65e-02 -1.03e-02  3.81e-02
## 33    9.69e-05 -6.28e-03  5.12e-03  3.77e-02 -2.97e-02 -3.59e-03  4.19e-02
## 34   -7.39e-02  4.70e-02  6.25e-02  1.69e-02 -7.36e-03  1.27e-02 -9.06e-02
## 35    3.11e-04 -2.42e-06 -3.82e-04 -3.02e-04 -4.88e-05  3.71e-04 -6.97e-04
## 36   -7.35e-03 -4.96e-04  4.63e-03 -9.34e-03  2.22e-02 -1.18e-02  2.74e-02
## 37    3.27e-04  9.01e-04 -1.54e-03  1.13e-03  6.34e-05 -3.16e-04 -2.93e-03
## 38   -2.39e-02  1.42e-02  1.94e-02  8.53e-03  1.81e-03 -5.31e-03 -2.79e-02
## 39   -1.40e-02  3.52e-03  1.61e-02 -1.59e-02  1.78e-02 -3.89e-03  3.01e-02
## 40   -2.18e-03 -6.61e-04  3.40e-03 -1.74e-03  4.05e-03 -3.95e-03  8.92e-03
## 41    8.98e-03  6.67e-03 -9.45e-03 -1.67e-02 -6.95e-04  1.92e-02  3.27e-02
## 42   -1.62e-02  7.47e-03  1.68e-02  1.08e-04  8.34e-03 -8.62e-03  2.46e-02
## 43   -1.04e-02  4.67e-04  1.14e-02 -1.91e-03  9.06e-03 -7.78e-03  1.67e-02
## 44   -1.31e-02 -2.25e-03  1.20e-02 -4.50e-03  1.76e-02 -8.50e-03  2.85e-02
## 45   -1.51e-02 -2.49e-02  2.95e-02 -1.62e-02  1.09e-02  8.24e-03  5.48e-02
## 46   -1.45e-02  1.15e-03  2.31e-03  1.31e-02  2.07e-02 -1.16e-02  5.03e-02
## 47    1.55e-04 -5.02e-05 -1.96e-04 -1.35e-04 -2.03e-07  1.99e-04 -3.13e-04
## 48    1.43e-03 -2.18e-03  4.52e-04 -5.12e-05 -1.49e-03  3.03e-05  3.96e-03
## 49   -1.91e-03 -4.75e-03  2.03e-03 -7.33e-03  1.02e-02  1.00e-03  1.95e-02
## 50   -2.26e-02  1.37e-02  1.54e-02  5.07e-04  3.17e-02 -3.33e-02  4.59e-02
## 51    2.04e-03 -5.75e-03  3.98e-04 -8.99e-03  6.61e-03  1.19e-03  1.40e-02
## 52   -2.07e-02 -6.33e-03  1.82e-02  2.41e-03  1.06e-02  1.05e-02  4.91e-02
## 53    3.84e-03 -1.14e-02 -1.95e-03 -2.95e-02  1.95e-02  7.52e-03 -3.36e-02
## 54    1.43e-03 -2.14e-03 -9.48e-04 -7.38e-04  2.87e-03 -3.04e-03  6.83e-03
## 55    3.67e-02 -2.97e-02 -2.14e-02 -4.07e-02 -2.11e-02  7.08e-02  8.40e-02
## 56    1.05e-03 -4.54e-03  8.11e-04 -1.22e-03  2.70e-03 -2.15e-03  1.01e-02
## 57   -4.96e-03  4.45e-03  4.46e-03  5.16e-03 -9.49e-04 -4.11e-03  8.91e-03
## 58   -3.78e-02  2.52e-02  3.51e-02  2.35e-02 -4.17e-02  4.18e-02 -8.24e-02
## 59    1.85e-02 -3.29e-02  2.80e-03 -7.55e-04 -1.99e-02  8.12e-03  4.02e-02
## 60    5.19e-03 -1.66e-03 -5.93e-03 -1.93e-03  5.56e-03 -5.83e-03  1.16e-02
## 61   -7.24e-03  9.31e-03  2.70e-03  1.85e-03 -2.43e-03  5.73e-03 -1.76e-02
## 62    2.66e-03  5.84e-04 -6.37e-03  4.44e-03 -3.99e-03  6.09e-03 -1.31e-02
## 63   -6.22e-03  3.05e-03  4.61e-03 -4.49e-03  1.40e-02 -1.05e-02  1.92e-02
## 64   -3.54e-03  2.70e-04  5.23e-03 -2.83e-03 -4.43e-03  7.72e-03 -1.35e-02
## 65   -1.64e-03 -9.25e-03  6.81e-03 -9.04e-03  4.08e-03  4.99e-03  1.82e-02
## 66   -5.34e-03  3.10e-03  1.63e-04 -5.85e-03  1.81e-02 -8.42e-03  2.11e-02
## 67   -1.09e-02  5.48e-03  1.28e-02 -9.92e-03  4.17e-03  1.02e-03 -2.24e-02
## 68   -8.15e-05  2.64e-05  8.48e-05  4.91e-05 -9.15e-06 -5.95e-05 -1.38e-04
## 69    5.52e-03  5.21e-02 -4.93e-02 -8.65e-03  3.20e-02  2.10e-03 -8.15e-02
## 70    3.12e-03 -6.59e-03  7.25e-04 -4.01e-03 -2.42e-03  5.94e-03  9.94e-03
## 71   -3.81e-06  4.43e-05 -1.24e-05  4.18e-06 -4.99e-05  5.27e-05 -1.52e-04
## 72   -1.60e-03  2.85e-03  2.27e-03  5.55e-03 -7.26e-03 -1.64e-05 -1.19e-02
## 73   -4.98e-02  5.86e-04  3.28e-02 -4.19e-02  7.01e-02  2.13e-02  1.14e-01
## 74    7.02e-04  5.36e-03 -4.55e-03  1.83e-04  1.05e-03  8.79e-04 -8.23e-03
## 75   -1.19e-03  4.75e-03 -8.15e-04 -2.69e-05 -1.62e-03  2.36e-03 -9.72e-03
## 76    3.31e-03 -6.57e-04 -3.44e-03  2.76e-03 -4.00e-03  4.91e-04 -7.37e-03
## 77    5.75e-03 -2.78e-02 -2.46e-03 -1.55e-02  2.98e-02 -8.24e-03  6.59e-02
## 78    1.75e-03 -8.64e-03  2.59e-03 -7.70e-03  2.31e-03  6.35e-03  1.75e-02
## 79   -1.83e-02  2.73e-02  5.21e-04 -4.67e-02  6.58e-02 -9.53e-03  7.66e-02
## 80   -3.29e-03  2.32e-03  2.13e-03  2.33e-03 -1.32e-03  1.10e-03 -5.33e-03
## 81    8.19e-03  2.64e-02 -2.77e-02 -2.03e-02  3.05e-02 -1.59e-03  4.96e-02
## 82    8.96e-03 -1.23e-02 -5.88e-03  5.31e-03 -8.67e-03  3.00e-03 -1.88e-02
## 83    1.00e-02 -4.54e-03 -7.31e-03 -5.36e-03  2.77e-03 -4.81e-03  1.44e-02
## 84    9.27e-03  2.30e-03 -1.56e-02 -1.56e-02  2.28e-02 -6.45e-03  3.29e-02
## 85    2.69e-04 -8.30e-04 -7.95e-04  1.04e-03 -3.15e-04  6.19e-04 -3.11e-03
## 86   -3.43e-04  7.32e-03 -1.09e-02  1.18e-02 -3.41e-03  6.14e-03 -2.80e-02
## 87   -1.71e-02  3.13e-02 -5.56e-03 -7.06e-03  1.04e-02  2.35e-02 -4.84e-02
## 88    7.84e-04 -1.18e-03  1.99e-03 -3.20e-03 -1.03e-03  1.23e-03  7.18e-03
## 89   -1.33e-03  5.56e-03 -2.81e-03  5.76e-03 -4.64e-03  3.80e-03 -1.33e-02
## 90   -6.53e-03  2.35e-02 -1.21e-03  1.25e-02 -5.63e-03 -3.07e-03  3.06e-02
## 91    7.52e-03 -7.50e-03 -1.62e-03 -5.36e-03 -3.13e-03  2.28e-03  1.22e-02
## 92    7.79e-04 -3.11e-03 -1.04e-04  1.92e-03 -1.60e-03 -1.12e-04 -5.44e-03
## 93    4.03e-02  1.88e-02 -6.24e-02 -3.62e-02  4.17e-02 -2.12e-03  8.49e-02
## 94   -2.17e-03 -1.00e-03  2.65e-03  5.12e-04 -5.01e-04  5.37e-04 -4.35e-03
## 95   -2.54e-04  1.34e-03 -4.26e-05  6.99e-04 -3.04e-04 -4.10e-04  2.20e-03
## 96    5.83e-02 -1.51e-02 -5.97e-02 -2.22e-02  2.56e-03  1.22e-02  6.75e-02
## 97   -1.34e-03  4.22e-03 -7.34e-03  9.59e-03 -2.10e-04  1.55e-03 -2.22e-02
## 98   -9.33e-04  2.65e-02 -1.77e-02  1.38e-02  8.69e-03 -2.15e-02 -4.83e-02
## 99   -2.28e-03  1.59e-03  6.45e-04 -2.00e-03  2.55e-03  1.68e-03 -4.68e-03
## 100  -1.71e-03  6.96e-04  8.26e-04  1.40e-03 -4.28e-04  1.02e-03 -3.34e-03
## 101  -3.93e-03  1.01e-03 -4.22e-04 -1.41e-04  5.46e-03  1.31e-03 -1.22e-02
## 102   1.66e-02  1.77e-02 -2.79e-02  1.55e-02  1.62e-02 -4.58e-02  6.21e-02
## 103   3.05e-02 -2.43e-02 -1.44e-02 -2.47e-03 -6.21e-03 -1.83e-02  4.27e-02
## 104   7.39e-02 -1.38e-02 -7.52e-02 -1.08e-02 -3.25e-03 -7.63e-03  8.33e-02
## 105  -1.29e-02 -2.70e-03  4.46e-03  2.01e-02 -4.20e-02  6.97e-02 -9.30e-02
## 106  -6.47e-03  3.78e-03  8.04e-04  2.09e-02 -8.83e-03  4.50e-03  2.92e-02
## 107   1.11e-02  1.84e-04 -1.19e-02 -1.27e-03  6.52e-03 -1.38e-02  2.16e-02
## 108   3.23e-03  1.01e-02 -1.26e-03  3.30e-03 -3.85e-03 -1.14e-02  2.81e-02
## 109   8.03e-04  7.08e-03 -2.95e-03  6.48e-03 -3.64e-03 -3.42e-03  1.24e-02
## 110   7.41e-03  5.31e-03 -1.83e-02  8.67e-03 -9.80e-03  1.73e-02 -3.52e-02
## 111   1.54e-02  7.31e-03 -1.44e-02  6.02e-03 -2.98e-03 -1.86e-02  3.66e-02
## 112   2.08e-02 -2.55e-02 -4.45e-03 -3.10e-02 -1.80e-02  5.41e-02  6.54e-02
## 113  -2.21e-03  4.48e-04  3.54e-04  8.13e-04  7.91e-03 -1.23e-02 -1.56e-02
## 114  -1.06e-02  4.04e-03  5.60e-04  1.49e-02  1.57e-02 -2.75e-02 -4.16e-02
## 115  -3.15e-02  3.67e-02 -2.76e-03 -4.59e-03  4.55e-02 -1.02e-02 -6.27e-02
## 116   4.81e-02 -4.96e-02 -1.08e-02 -6.09e-02 -6.88e-02  1.56e-01  1.80e-01
## 117   1.82e-02 -1.90e-02  1.67e-03  1.43e-02 -3.87e-02  8.41e-03  4.25e-02
## 118   1.54e-02 -2.05e-02 -3.43e-04 -4.96e-03 -1.73e-02  1.21e-02  2.79e-02
## 119  -1.37e-01  1.91e-01  1.50e-02  5.95e-02  1.63e-01 -1.80e-01 -2.71e-01
## 120  -1.22e-02 -1.31e-03  4.06e-03  1.09e-02  4.81e-02 -8.71e-02 -1.02e-01
## 121   6.83e-03 -8.12e-03 -2.52e-03 -1.62e-02 -4.31e-03  2.66e-02  3.02e-02
## 122   4.51e-02 -7.36e-02 -1.36e-02 -4.72e-02 -5.42e-02  1.43e-01  1.66e-01
## 123   4.35e-03 -9.86e-03 -4.09e-03 -3.54e-02  1.51e-02  3.57e-02  5.20e-02
## 124  -4.94e-02  8.54e-02 -8.70e-04 -7.06e-03  6.08e-02 -3.97e-02 -1.15e-01
## 125  -3.27e-02  2.91e-02  5.90e-03  5.57e-02  2.75e-02 -7.86e-02 -1.01e-01
## 126   5.83e-04 -2.60e-03 -2.06e-04 -7.92e-04  2.39e-03 -3.30e-03 -6.49e-03
## 127   4.41e-03 -5.91e-03 -3.55e-04 -1.22e-03 -6.12e-03  6.21e-03  9.42e-03
## 128   1.67e-03 -1.67e-03 -1.38e-04  2.79e-03 -8.39e-03  1.06e-02  1.51e-02
## 129  -7.52e-03  6.40e-03  7.40e-03 -5.92e-03  7.06e-03 -3.10e-03  1.45e-02
## 130  -5.07e-04  7.51e-04  5.99e-04 -1.99e-04 -2.93e-05  9.91e-06  1.62e-03
## 131   4.04e-03 -4.70e-03 -5.95e-03 -1.19e-03  3.72e-03 -7.33e-04 -1.34e-02
## 132   1.63e-04  4.66e-05 -2.00e-04  1.07e-03 -1.36e-03  5.43e-04 -1.87e-03
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## 134  -1.26e-03  2.18e-03  1.01e-03 -9.06e-04  4.75e-04  3.55e-04  3.55e-03
## 135  -3.31e-03  3.48e-03  3.52e-03 -1.06e-03  7.79e-04 -5.77e-04  6.79e-03
## 136  -8.40e-03  9.92e-03  9.94e-03 -4.04e-03 -2.03e-03  4.15e-03  2.17e-02
## 137  -5.14e-03  5.62e-03  5.87e-03  1.28e-03 -2.81e-03  1.29e-03  1.19e-02
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## 156  -6.58e-03  1.66e-02  2.98e-03 -5.48e-03  9.50e-04  6.25e-03  2.43e-02
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## 170  -3.53e-02  1.90e-02  2.99e-02 -7.25e-02  1.87e-02  8.31e-02 -1.13e-01
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## 178  -1.32e-02  3.10e-03  2.23e-02  2.31e-02 -1.96e-02 -2.07e-02 -4.52e-02
## 179   8.33e-04  2.86e-04 -2.93e-03  6.64e-03  6.48e-03 -1.49e-02  1.87e-02
## 180  -1.45e-02 -3.54e-03  2.61e-02 -1.27e-03 -7.24e-03 -6.17e-03 -3.50e-02
## 181  -2.82e-03 -2.79e-03  6.63e-03 -2.43e-03 -2.03e-03  7.43e-04 -9.70e-03
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## 183  -4.22e-02  1.14e-02  5.27e-02  4.68e-03 -1.36e-02 -4.39e-04 -6.72e-02
## 184  -4.25e-03 -9.85e-03  1.83e-02 -5.69e-03 -2.38e-02  2.44e-02 -4.16e-02
## 185  -6.44e-03 -3.33e-02  2.87e-02  1.50e-02 -2.41e-02 -4.81e-03 -5.21e-02
## 186  -4.31e-03  7.25e-03 -2.18e-03  3.89e-03  1.22e-02 -1.29e-02  1.99e-02
## 187   6.65e-03 -1.44e-02  8.82e-03 -3.46e-02 -1.08e-02  3.43e-02 -5.51e-02
## 188  -4.91e-03 -3.42e-02  3.83e-02  2.66e-02 -4.90e-02 -4.18e-03 -6.91e-02
## 189   1.62e-01 -8.06e-02 -1.06e-01  1.99e-02 -1.59e-01  6.67e-02 -2.18e-01
## 190  -6.61e-04 -3.12e-04  1.23e-03  1.90e-04 -1.44e-03  1.52e-03 -2.36e-03
## 191   4.10e-04 -1.20e-02  1.77e-02  6.94e-03 -2.38e-02 -7.75e-03 -4.35e-02
## 192  -7.66e-04  7.26e-04  8.05e-04  2.69e-04 -2.01e-04 -7.28e-05  1.43e-03
## 193   2.67e-03  1.13e-02 -1.19e-02 -3.77e-04  6.35e-03 -5.17e-03 -2.44e-02
## 194   7.07e-02 -7.51e-02 -2.84e-03 -6.21e-04 -9.62e-02  1.44e-02 -1.38e-01
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## 196   1.20e-02  2.05e-02 -3.36e-02  3.39e-03  9.94e-03 -4.06e-03 -4.88e-02
## 197  -2.55e-03  8.89e-03 -7.25e-03  1.71e-02 -4.56e-03 -4.20e-03 -2.91e-02
## 198   4.60e-02 -4.77e-04 -5.73e-02 -6.49e-03 -1.25e-02  2.05e-02 -6.80e-02
## 199   8.58e-03 -2.17e-03 -9.82e-03 -2.87e-03 -5.52e-03  1.12e-02 -1.65e-02
## 200   8.80e-03  1.10e-02 -1.96e-02  3.96e-03 -4.32e-03  8.24e-03 -2.99e-02
## 201   2.25e-03 -3.32e-03 -9.07e-04  1.46e-04 -1.31e-03  1.40e-03  5.14e-03
## 202  -6.68e-02  1.84e-02  5.34e-02 -4.65e-02  4.48e-02  4.01e-02 -9.85e-02
## 203   9.15e-03 -1.97e-04  3.20e-03 -1.82e-02 -2.09e-02  3.56e-02  5.68e-02
## 204  -1.37e-03  1.36e-02 -2.82e-03 -2.36e-03  1.49e-03  1.46e-03  1.88e-02
## 205   2.20e-02 -7.93e-03 -1.82e-02  6.26e-04 -3.76e-03 -6.45e-03  2.78e-02
## 206   3.94e-03 -4.03e-03  1.71e-02 -9.01e-03 -3.65e-02  3.44e-02  6.54e-02
## 207  -3.73e-05 -1.42e-03  1.75e-03 -1.28e-03 -4.47e-04  8.66e-05  3.30e-03
## 208   5.76e-03 -6.89e-04 -1.17e-03 -3.16e-03 -8.28e-03  9.85e-03  2.21e-02
## 209   7.67e-02 -1.99e-02 -1.02e-01  2.91e-02 -1.29e-02  2.72e-02  1.33e-01
## 210   6.67e-03  7.46e-02 -3.45e-02 -2.73e-03 -4.66e-03  1.48e-02  1.05e-01
## 211   9.38e-03 -1.06e-02  6.86e-04 -8.89e-03 -9.98e-03  1.31e-02  2.43e-02
## 212   5.96e-03 -4.72e-03 -5.04e-03  5.60e-03 -1.27e-03 -5.52e-03  1.33e-02
## 213  -4.22e-04  5.49e-04 -1.33e-03  3.27e-03 -1.00e-03 -1.91e-04 -6.67e-03
## 214  -3.81e-03  1.93e-03 -3.91e-04 -2.23e-03  5.22e-03  3.51e-03 -1.11e-02
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## 218  -3.62e-03 -8.75e-04  7.11e-03  6.35e-04 -1.72e-03 -1.94e-03  9.25e-03
## 219   3.16e-02 -2.22e-02  1.03e-03 -2.82e-02 -3.76e-02  3.60e-02  8.21e-02
## 220  -3.47e-02  1.16e-02  3.72e-02  2.42e-02 -1.10e-02 -4.21e-04  5.19e-02
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## 226   5.55e-03 -4.12e-03 -3.73e-03 -2.56e-03 -5.73e-04  1.36e-03  6.94e-03
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## 228   8.35e-03 -3.15e-03 -5.49e-03  3.33e-02 -2.57e-02 -7.59e-03  3.73e-02
## 229   4.12e-03 -3.38e-03 -1.17e-03 -9.14e-04 -6.52e-03  6.93e-03  9.30e-03
## 230   1.62e-02  1.20e-02 -1.85e-02 -5.01e-03 -8.47e-03  1.00e-02  3.64e-02
## 231   2.55e-02 -1.38e-02 -1.87e-02 -4.12e-03 -9.20e-03  6.49e-03  2.97e-02
## 232   9.63e-04  1.24e-03 -1.19e-03 -5.01e-04  7.13e-04 -1.38e-03  3.39e-03
## 233  -7.74e-03  1.29e-02 -7.53e-04 -8.82e-03  1.50e-02 -3.41e-03 -2.11e-02
## 234   4.51e-03  1.43e-02 -9.45e-03 -8.36e-03  5.47e-03  1.26e-03  2.56e-02
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## 254   1.42e-01  9.28e-02 -2.63e-01 -3.54e-03  5.81e-02  4.82e-02  3.01e-01
## 255  -4.63e-02 -5.97e-03  6.44e-02 -1.70e-03  1.07e-02 -1.77e-02  7.21e-02
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## 258  -5.30e-03  1.66e-02 -1.51e-02  6.40e-03  2.60e-02 -2.32e-02 -4.52e-02
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## 270  -7.30e-03  8.31e-03  1.71e-03  9.90e-04  4.83e-03  4.30e-03  1.62e-02
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## 274  -1.30e-02  2.03e-02  7.93e-03  7.00e-02 -4.80e-02 -6.74e-03  7.51e-02
## 275  -3.56e-02  4.87e-02  1.27e-02  4.10e-02 -7.23e-03 -2.70e-03  6.57e-02
## 276  -9.72e-03  5.45e-03  8.50e-03  3.91e-03  2.53e-03 -3.56e-03  1.29e-02
## 277  -4.82e-03  1.21e-03  9.36e-03 -1.96e-03 -9.01e-04 -2.73e-03  1.47e-02
## 278   1.59e-02 -9.90e-03 -1.69e-02 -9.17e-03  1.68e-03  8.31e-03 -2.34e-02
## 279  -2.62e-03  3.91e-03  8.58e-03 -2.02e-03 -1.12e-02  1.28e-02  3.11e-02
## 280   5.04e-03  1.15e-02 -3.42e-03 -1.74e-03 -1.23e-02  1.10e-02  3.30e-02
## 281   8.26e-05  7.45e-06 -1.17e-04  1.04e-05 -3.31e-05  5.66e-05 -1.36e-04
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## 436   2.51e-02 -1.47e-02 -9.71e-03 -2.15e-03 -1.62e-02 -1.59e-02 -4.81e-02
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## 438  -2.47e-04  4.23e-04 -3.84e-05  4.44e-04  7.29e-05 -4.20e-04 -7.98e-04
## 439  -1.44e-03 -1.99e-03  3.22e-03  1.16e-03  1.02e-03 -3.72e-03  7.34e-03
## 440  -1.34e-02 -1.59e-03  1.74e-02  1.78e-03  5.97e-03 -8.90e-03  2.44e-02
## 441  -1.01e-02 -1.41e-02  1.76e-02 -6.70e-03  1.57e-03  2.01e-03 -3.17e-02
## 442   1.85e-02 -2.86e-02 -8.04e-03  2.54e-02 -3.75e-02  2.56e-02  5.71e-02
## 443  -9.71e-04  1.14e-02 -2.64e-03 -1.39e-03 -1.83e-03  6.56e-03  1.76e-02
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## 445  -1.49e-02  3.54e-02  1.79e-03  6.12e-03  9.54e-04  2.67e-03  4.03e-02
## 446   9.86e-04  5.26e-04  4.63e-04  1.24e-05 -3.41e-03 -8.12e-04 -1.00e-02
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## 448  -3.47e-03 -2.83e-02  1.08e-02 -9.56e-02  8.49e-02 -1.42e-02 -1.16e-01
## 449  -7.28e-04  7.29e-04  1.54e-04  8.36e-04 -4.93e-04  1.49e-03  2.89e-03
## 450  -2.21e-03  3.54e-03  1.60e-03 -4.06e-03  4.84e-03 -5.69e-03 -1.26e-02
## 451  -4.24e-03  4.37e-03  9.83e-04  9.67e-03 -1.89e-03 -2.03e-04  1.60e-02
## 452  -3.54e-03  6.57e-03  2.99e-04  4.04e-03 -2.00e-03 -7.71e-05 -1.11e-02
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## 458   2.86e-02 -3.19e-02  2.45e-02  2.30e-02 -6.77e-02 -2.30e-02  1.10e-01
## 459   2.96e-03 -2.96e-03  2.79e-04  1.24e-03 -4.26e-03 -8.54e-04  6.22e-03
## 460  -3.34e-04 -5.74e-03 -5.51e-05 -2.27e-03  2.57e-03  3.77e-03 -1.27e-02
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## 462   2.26e-02 -1.51e-02 -7.48e-03  7.37e-03 -1.72e-02 -1.50e-02  3.69e-02
## 463  -4.60e-03 -9.42e-04  4.70e-03 -2.89e-03  2.80e-03  2.22e-03 -7.66e-03
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## 465  -3.09e-02  3.75e-03  2.93e-02  1.46e-02 -4.65e-03  4.15e-03 -4.07e-02
## 466  -5.53e-02  2.60e-02  7.51e-02  5.93e-03  2.17e-02 -7.35e-02  1.18e-01
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## 468  -1.15e-05  1.24e-03 -2.21e-03 -8.24e-04  1.99e-03  1.61e-03 -4.49e-03
## 469   6.30e-02 -1.37e-02 -2.88e-02  5.83e-02 -7.03e-02 -5.96e-02  1.36e-01
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## 471  -1.62e-02  6.92e-03  9.89e-03 -1.62e-02  1.71e-02  9.68e-03 -2.80e-02
## 472  -1.94e-02 -2.59e-02  8.37e-02  4.26e-02 -7.16e-02 -4.41e-02  1.43e-01
## 473  -8.81e-03  1.86e-02 -1.25e-02 -1.26e-02  1.89e-02  2.21e-02 -4.28e-02
## 474  -5.63e-02 -5.76e-03  5.99e-02 -2.93e-02  1.03e-03  6.57e-02 -1.05e-01
## 475  -1.38e-02  1.46e-03  1.06e-02 -2.97e-03  5.86e-03  7.50e-03 -2.08e-02
## 476  -9.81e-02  5.95e-02  5.99e-02 -1.87e-02  4.60e-02  3.94e-02 -1.19e-01
## 477  -1.05e-02  4.51e-03  2.81e-03 -5.74e-03  7.10e-03  1.39e-02 -2.57e-02
## 478  -3.47e-02  2.26e-02  5.53e-03 -4.33e-02  4.40e-02  4.99e-02 -8.91e-02
## 479   1.98e-02 -1.79e-03 -2.00e-02 -6.57e-04 -4.76e-03 -2.73e-04  2.30e-02
## 480   8.01e-03  1.15e-02 -3.44e-02 -1.03e-02  1.37e-02  3.40e-02 -6.25e-02
## 481  -1.11e-02  1.58e-02 -1.08e-02 -3.88e-03  2.68e-02  7.51e-04 -4.13e-02
## 482   8.06e-05 -1.09e-04 -2.91e-04 -1.47e-04  2.86e-04  1.79e-04 -7.41e-04
## 483   6.32e-03 -8.87e-03  1.83e-02  1.00e-02 -3.89e-02  5.17e-03  5.80e-02
## 484   1.93e-02 -4.37e-03  6.85e-04  1.30e-02  1.95e-03 -7.18e-02  9.23e-02
## 485  -1.62e-02  7.43e-03  1.11e-02 -3.48e-03  1.14e-02 -2.65e-04 -1.87e-02
## 486   4.19e-02 -1.54e-02 -2.75e-02 -5.74e-03 -1.65e-02 -5.49e-03  5.25e-02
## 487  -8.55e-02  4.02e-02  5.35e-02 -3.81e-02  5.43e-02  4.74e-02 -1.18e-01
## 488   1.73e-03  1.63e-03  2.79e-04  5.67e-03 -3.02e-03 -9.03e-03  1.32e-02
## 489   1.60e-02 -1.46e-02  1.81e-03  3.12e-03 -1.69e-02 -1.18e-02  3.66e-02
## 490  -6.06e-03  4.50e-03  1.97e-03 -1.31e-03  5.48e-03  1.40e-03 -8.80e-03
## 491  -1.09e-02  5.84e-03 -6.93e-03 -6.47e-03  1.89e-02  1.54e-02 -4.63e-02
## 492  -5.37e-02  5.48e-02  2.13e-02  6.62e-02  3.26e-02 -8.08e-02  1.12e-01
## 493  -9.47e-04 -9.34e-04  3.07e-03  1.04e-03 -2.15e-03 -1.14e-03  4.55e-03
## 494  -2.39e-02 -8.66e-03  3.78e-02  1.09e-02 -6.59e-02  8.39e-02 -1.11e-01
## 495  -7.96e-02  7.47e-02  1.54e-02  4.55e-02 -8.64e-03  1.14e-01  1.94e-01
## 496  -2.57e-02  1.23e-02  5.95e-03 -8.35e-03  3.31e-02  2.22e-03 -5.00e-02
## 497  -4.78e-02  1.48e-02  3.61e-02  6.41e-03  2.31e-02 -8.11e-03 -5.52e-02
## 498  -2.04e-03  3.98e-03  4.36e-03  5.01e-03 -2.88e-03 -8.32e-03  1.49e-02
## 499   1.06e-02  4.53e-03 -2.38e-02  1.41e-03 -1.78e-03  1.90e-02 -3.59e-02
## 500   7.92e-04 -1.93e-03 -3.07e-03 -7.32e-04  1.64e-03  3.82e-03 -9.71e-03
## 501  -4.07e-04  8.31e-04 -6.26e-04  1.73e-04  1.25e-03 -8.31e-04 -2.27e-03
## 502  -3.21e-03  7.46e-03  6.82e-04 -3.67e-03  4.09e-03  1.43e-03  1.12e-02
## 503   4.72e-03 -7.02e-03 -1.00e-03 -1.11e-03 -2.74e-03  3.13e-03  1.12e-02
## 504  -2.91e-03  4.06e-04  1.47e-03 -4.13e-03  9.17e-03 -4.19e-03  1.10e-02
## 505  -5.46e-03  6.30e-03 -8.32e-03 -1.89e-02  3.45e-02  3.30e-03  4.58e-02
## 506  -5.17e-03  2.38e-03  4.42e-03 -7.08e-03  9.69e-03 -2.46e-03  1.25e-02
## 507   2.96e-03  1.58e-02 -1.00e-02 -4.44e-03  1.23e-02 -1.12e-02  2.81e-02
## 508   6.45e-03 -5.82e-03 -6.71e-03 -1.51e-02  1.62e-02 -1.64e-03  2.58e-02
## 509  -1.45e-02  1.02e-02  3.00e-03  5.22e-03  2.43e-02 -1.80e-02  3.73e-02
## 510   4.75e-02 -2.92e-02 -4.26e-02 -1.14e-02  9.57e-03 -9.54e-03  6.27e-02
## 511  -1.70e-03  1.07e-04  2.42e-03  1.11e-03 -2.76e-03  2.06e-03 -4.61e-03
## 512  -2.43e-02  3.50e-02 -2.30e-02  9.87e-03  7.53e-02 -3.78e-02  1.12e-01
## 513  -1.15e-04 -6.06e-05  1.67e-04 -2.52e-04  1.57e-04  1.33e-05 -3.83e-04
## 514  -4.73e-02  3.51e-02  4.86e-02 -2.02e-02  4.05e-02 -6.41e-02 -1.11e-01
## 515   1.42e-02 -2.21e-02 -1.23e-02 -2.15e-02  2.67e-02 -2.74e-04  5.95e-02
## 516   2.99e-04 -7.84e-04  1.02e-04 -1.92e-03  7.47e-04  1.44e-03  2.80e-03
## 517   5.33e-03  9.53e-04 -3.05e-03  2.86e-02 -2.85e-02 -6.63e-03 -4.19e-02
## 518   2.45e-03  1.47e-02 -1.65e-02  3.07e-02 -9.49e-03  2.38e-03  5.08e-02
## 519   1.49e-03 -1.17e-03  1.39e-03  8.52e-03 -1.67e-02  6.34e-03 -2.34e-02
## 520  -5.77e-04  2.97e-02 -2.27e-02  1.74e-02  1.87e-02 -2.07e-02  5.28e-02
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## 522  -8.81e-03  5.69e-02 -5.68e-02  4.08e-02  6.79e-02 -4.55e-02  1.48e-01
## 523  -4.71e-03  2.53e-03 -9.47e-03 -5.47e-03  4.71e-02 -2.93e-02  7.24e-02
## 524  -2.20e-02 -7.83e-03  2.33e-02  1.90e-03  3.50e-02 -3.19e-02  7.81e-02
## 525  -2.36e-03  4.51e-03  2.13e-03  1.32e-03  9.69e-03 -2.40e-02 -2.65e-02
## 526   9.54e-03 -2.78e-03  3.33e-03  1.38e-02 -1.50e-02 -3.54e-02 -5.58e-02
## 527  -1.84e-04  2.25e-04 -8.82e-06  9.26e-06  6.17e-05  3.67e-04  6.03e-04
## 528  -1.18e-03  4.10e-03  3.65e-04  9.13e-04  7.43e-05 -8.47e-04  7.22e-03
## 529   1.79e-02 -1.06e-02 -2.18e-02 -3.12e-02  2.41e-02  1.49e-02  4.76e-02
## 530  -5.43e-03  3.63e-03  6.22e-03 -1.85e-03 -3.99e-03  6.14e-03 -1.40e-02
## 531  -5.47e-03  4.68e-03  2.51e-03 -3.72e-03  8.50e-03 -2.67e-04  1.37e-02
## 532   4.28e-04  8.06e-04 -1.26e-03  1.75e-03 -4.02e-04 -1.20e-03 -2.87e-03
## 533   9.38e-03 -4.73e-03 -1.08e-02 -1.74e-02  1.52e-02  3.70e-03  2.72e-02
## 534   1.32e-03  3.12e-04 -3.47e-03 -2.10e-04  5.20e-03 -3.99e-03  8.42e-03
## 535   9.14e-03 -9.24e-03 -7.33e-03 -5.53e-03  9.94e-03 -7.53e-03  2.48e-02
## 536  -3.31e-03  1.27e-02 -4.06e-03  3.52e-04  4.41e-03 -2.37e-03 -1.66e-02
## 537   1.81e-04 -1.13e-03 -9.04e-03 -2.93e-02  4.94e-02 -1.46e-02  6.30e-02
## 538  -5.43e-04  1.04e-03  1.57e-03  3.53e-03 -1.22e-02  1.04e-02 -1.97e-02
## 539  -1.26e-03  1.14e-03  2.01e-03  1.02e-03 -2.70e-03  2.08e-04 -6.02e-03
## 540  -2.12e-02 -3.55e-03  2.30e-02  5.87e-03  1.75e-02 -2.29e-02  4.16e-02
## 541   2.08e-04 -9.94e-05 -1.45e-04 -1.43e-04 -4.69e-05  3.59e-05 -3.17e-04
## 542   1.88e-03  7.64e-04 -3.43e-03  3.09e-04  4.00e-03 -4.59e-03  7.91e-03
## 543   1.30e-02  1.22e-03 -2.35e-02  1.19e-02 -2.20e-03  8.29e-03  3.73e-02
## 544  -5.31e-03 -3.82e-04  7.98e-05  4.08e-03  2.60e-02 -3.01e-02  4.53e-02
## 545   1.93e-03  3.68e-03 -1.79e-02  2.82e-02 -6.51e-03  1.19e-02  5.45e-02
## 546  -2.07e-04  1.16e-04  4.94e-04 -2.28e-04 -7.22e-05 -4.13e-04 -1.27e-03
## 547   1.28e-03 -3.20e-03  4.27e-04 -1.73e-03  6.08e-04  2.83e-05  4.63e-03
## 548   3.23e-02 -2.60e-02 -2.60e-02 -1.35e-02  4.63e-03  4.77e-03  4.60e-02
## 549   6.93e-03 -3.06e-03 -1.34e-02  3.01e-03  2.28e-02 -2.07e-02  5.20e-02
## 550  -7.86e-03 -2.02e-03  1.61e-02 -1.44e-02  1.14e-02 -7.93e-03  3.22e-02
## 551   1.91e-02 -1.55e-02 -1.54e-02 -7.43e-03  7.48e-03 -6.28e-03  3.02e-02
## 552   5.73e-03 -9.62e-03 -4.97e-03 -7.92e-03  4.62e-03  1.32e-02  3.19e-02
## 553   9.15e-03 -5.13e-03 -1.27e-02 -1.42e-03  8.74e-03  2.00e-03  3.50e-02
## 554   6.65e-03  6.90e-03 -3.69e-02  1.10e-02  3.37e-02  2.47e-03  9.37e-02
## 555  -2.02e-02  5.73e-03  1.33e-02 -1.76e-04  1.79e-02 -2.78e-03  3.25e-02
## 556  -1.06e-02  3.27e-03  2.18e-02  1.23e-02 -6.65e-02  6.99e-02 -9.92e-02
## 557  -3.62e-03  1.33e-02 -1.63e-02  2.56e-03  3.45e-02 -1.87e-02  5.45e-02
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## 559   4.66e-03  6.79e-03 -1.86e-02 -7.78e-03  5.46e-02 -5.51e-02  7.80e-02
## 560  -5.91e-04  2.08e-03 -3.88e-03  4.38e-03  9.15e-03 -9.53e-03  2.04e-02
## 561  -2.92e-03 -7.55e-03  6.74e-03 -9.54e-03  1.44e-02 -9.93e-03  2.39e-02
## 562  -2.96e-02  2.40e-02 -1.30e-02  2.67e-02  1.99e-02  4.39e-02  1.21e-01
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## 564  -3.94e-02  5.57e-03  1.83e-02 -6.20e-02  1.15e-01 -3.24e-02  1.31e-01
## 565   7.52e-04  2.51e-04 -2.67e-03 -2.56e-03  5.95e-03 -2.16e-03  7.66e-03
## 566  -1.17e-02  6.72e-03  1.03e-02  1.14e-03  1.02e-02 -9.30e-03  2.50e-02
## 567  -8.46e-04 -1.15e-03  2.82e-04 -4.36e-03  9.30e-03 -6.35e-03  1.19e-02
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## 574  -1.52e-02  8.33e-03  2.88e-03  3.13e-03  4.94e-02 -5.32e-02  7.34e-02
## 575  -1.70e-03  4.44e-03 -1.40e-03  8.30e-03  3.68e-03 -1.14e-02  1.61e-02
## 576  -7.02e-03  6.53e-03  6.01e-03  3.30e-03 -2.88e-03  5.15e-05 -1.19e-02
## 577   1.51e-02  3.86e-03 -1.28e-02  1.67e-02 -3.61e-02  1.70e-02 -4.72e-02
## 578  -4.74e-05 -3.27e-03  6.31e-03 -5.66e-03 -1.36e-02  1.68e-02 -2.64e-02
## 579  -2.06e-02  8.94e-03  1.77e-02  1.71e-02 -5.21e-04 -4.14e-03  3.45e-02
## 580  -3.51e-03  3.44e-03  5.03e-03  2.95e-03 -4.22e-03 -4.24e-03 -1.53e-02
## 581  -8.87e-04  4.85e-03 -8.70e-04  6.81e-03 -2.26e-03 -3.69e-03  9.88e-03
## 582  -4.09e-03 -8.31e-04  6.18e-03  5.68e-03  8.48e-04 -7.95e-03  1.58e-02
## 583  -7.21e-03  2.50e-03  3.54e-03 -4.86e-03  1.18e-02 -9.16e-04  1.53e-02
## 584   4.27e-03 -8.91e-03 -1.77e-03 -1.43e-02  1.58e-02 -3.19e-03  2.94e-02
## 585   2.87e-04 -1.39e-03  4.05e-04  3.20e-04 -4.90e-04 -3.93e-04 -1.70e-03
## 586   1.35e-04 -6.37e-04 -5.61e-04  2.46e-02 -5.63e-04 -3.74e-02 -4.29e-02
## 587   1.25e-02 -1.29e-02 -5.57e-03 -1.83e-03 -4.37e-03 -5.91e-03 -1.91e-02
## 588  -8.28e-03 -8.13e-05  9.77e-03  1.53e-02 -7.42e-04 -2.24e-02 -2.75e-02
## 589  -1.76e-03 -1.25e-02  2.13e-02  6.00e-02 -6.73e-02 -6.49e-03 -7.87e-02
## 590   1.87e-03 -6.12e-03  7.11e-04 -6.25e-03 -2.19e-03  1.23e-02  1.46e-02
## 591   3.30e-03 -8.00e-03 -2.67e-04  2.99e-03 -2.07e-03 -4.08e-03 -1.08e-02
## 592   2.26e-03 -2.69e-03  2.20e-03  6.14e-03 -1.14e-02 -9.42e-06 -1.40e-02
## 593   2.11e-03 -1.12e-02  5.77e-05  9.55e-03  6.27e-03 -2.54e-02 -3.31e-02
## 594   1.86e-02 -3.96e-02  2.12e-02 -6.90e-03 -3.64e-02 -9.76e-03 -7.81e-02
## 595  -8.69e-08 -5.23e-04  6.69e-03  3.49e-02 -2.60e-02 -2.58e-02 -4.90e-02
## 596   1.08e-03 -1.57e-03 -1.63e-04 -1.06e-04 -8.64e-04 -1.47e-04 -1.94e-03
## 597  -2.60e-02 -1.30e-02  7.20e-02  6.37e-02 -3.96e-02 -1.24e-01 -1.72e-01
## 598  -1.50e-02 -4.07e-03  1.77e-02  1.32e-02 -1.12e-02  1.51e-03 -3.36e-02
## 599   4.28e-03 -1.23e-02  1.59e-02  8.94e-03 -2.78e-02 -1.29e-02 -5.34e-02
## 600   1.11e-02 -2.32e-02  5.41e-03 -9.65e-03 -1.21e-02  2.23e-03 -3.53e-02
## 601  -3.72e-03  1.64e-02 -1.79e-03  2.93e-03  1.66e-03 -3.61e-03  2.08e-02
## 602  -1.95e-02 -1.54e-02  2.50e-02 -4.54e-02  2.93e-02  1.95e-02 -6.32e-02
## 603   1.95e-04  3.25e-04 -2.88e-04  2.34e-03  6.92e-03 -1.98e-02 -2.33e-02
## 604  -2.76e-02  8.20e-03  1.89e-02 -3.07e-02  2.99e-02  1.93e-02 -4.98e-02
## 605  -1.62e-02 -1.02e-02  1.98e-02 -3.36e-03  3.29e-03  5.65e-03 -3.28e-02
## 606  -7.48e-03  4.37e-03  7.04e-03  2.75e-03  2.60e-03 -5.81e-03  9.86e-03
## 607   2.53e-02  2.58e-04 -2.63e-02  3.03e-02 -2.81e-02 -1.32e-02 -5.17e-02
## 608  -3.85e-03  1.67e-02 -3.44e-03  5.95e-03 -2.63e-03  3.85e-03  2.11e-02
## 609   2.69e-02  4.65e-03 -3.98e-02 -1.54e-02  1.21e-03  2.58e-02 -4.86e-02
## 610   1.54e-02 -3.13e-02 -6.15e-03 -1.47e-02  1.17e-03  9.73e-03 -4.05e-02
## 611  -4.89e-03  2.63e-03 -4.76e-03 -1.80e-02  2.40e-02  1.63e-03 -3.37e-02
## 612  -5.65e-04  3.53e-03 -9.02e-04  5.45e-03 -1.42e-03 -3.39e-03  7.58e-03
## 613   5.26e-03  7.50e-04 -1.11e-02 -3.20e-02  1.37e-03  4.88e-02 -5.61e-02
## 614  -2.62e-03 -9.72e-03  9.20e-03  7.77e-04 -5.25e-03 -8.28e-04 -1.79e-02
## 615   5.13e-03 -5.38e-03 -4.43e-04  1.95e-04 -4.66e-03 -1.25e-03  8.43e-03
## 616   3.42e-02 -1.36e-02 -2.52e-02 -4.10e-03 -4.04e-02  4.02e-02 -6.21e-02
## 617   4.86e-03  2.89e-03 -1.57e-02 -3.35e-02  4.77e-02 -2.39e-02 -5.86e-02
## 618   2.60e-03 -8.44e-03  4.40e-03 -9.40e-03 -3.18e-03 -8.53e-04 -3.32e-02
## 619   9.42e-03  3.28e-03 -7.89e-03 -6.91e-04  1.00e-03 -1.10e-02  2.26e-02
## 620   4.05e-04 -1.09e-03 -1.02e-04 -1.76e-03  7.73e-04  6.73e-04 -2.49e-03
## 621   1.12e-02  2.75e-02 -6.53e-02  1.04e-02  2.96e-02  2.14e-02 -1.11e-01
## 622  -8.78e-04  1.24e-03  8.14e-04  5.69e-04  7.87e-04 -2.37e-03  3.00e-03
## 623   8.57e-04 -2.48e-03 -3.41e-04  7.92e-04 -2.83e-03  3.30e-03 -6.09e-03
## 624  -9.96e-04  8.25e-03 -7.65e-03 -1.11e-02  5.07e-03  1.85e-02 -2.54e-02
## 625  -7.01e-03 -8.80e-03  9.60e-03  2.34e-02 -5.22e-02  5.88e-02 -8.20e-02
## 626  -1.02e-02 -8.17e-04  1.04e-02 -1.77e-02  6.27e-03  1.82e-02 -2.85e-02
## 627   7.29e-02  7.61e-03 -7.17e-02 -1.61e-04  7.90e-03 -5.77e-02  1.24e-01
## 628  -1.37e-03  2.04e-03  1.26e-03  4.89e-04  4.65e-04 -1.72e-03  3.72e-03
## 629  -1.89e-03  8.12e-03 -1.32e-02 -7.10e-03  1.97e-02  1.08e-03 -3.27e-02
## 630  -1.12e-02  2.65e-02 -2.40e-02 -4.07e-02  3.45e-02  5.84e-02 -9.02e-02
## 631  -7.32e-04  1.81e-02 -2.09e-02 -6.76e-03  1.29e-02  2.09e-02 -4.17e-02
## 632  -1.06e-02  1.04e-02  2.18e-03  6.10e-03 -1.41e-03  9.12e-03 -2.14e-02
## 633  -1.86e-02 -3.16e-04  1.69e-02 -9.19e-03 -7.75e-03  3.94e-02 -4.97e-02
## 634  -1.23e-03  6.15e-04  9.43e-04  4.77e-05 -3.58e-04  1.39e-03 -2.07e-03
## 635  -1.03e-03  6.66e-03  6.48e-04  6.49e-03 -4.75e-03 -3.79e-03  1.33e-02
## 636   2.30e-03 -1.39e-02  1.47e-02 -8.34e-03  2.79e-03 -1.93e-02  3.87e-02
## 637   1.10e-02 -8.72e-03 -4.62e-03 -1.21e-03 -7.11e-03  5.95e-04  1.36e-02
## 638   8.34e-03 -9.87e-03  1.38e-02 -9.55e-03 -1.70e-02 -1.30e-03  4.88e-02
## 639  -5.90e-02  2.70e-02  4.11e-02 -1.08e-02  3.15e-02  1.24e-02 -6.78e-02
## 640   1.95e-03 -2.40e-03  1.89e-03  1.14e-03 -1.77e-03 -6.17e-03  9.65e-03
## 641  -1.01e-02  3.21e-03  6.41e-03 -5.70e-03  5.31e-03  9.56e-03 -1.77e-02
## 642  -8.72e-03 -9.72e-03 -5.35e-04  9.18e-03 -1.65e-02  4.65e-02 -7.05e-02
## 643   1.66e-02  4.66e-03 -3.64e-02  6.62e-03 -1.40e-02  4.23e-02 -6.69e-02
## 644  -6.23e-03  5.01e-03  3.27e-03  2.89e-03  2.05e-03 -1.79e-03 -7.43e-03
## 645  -3.15e-02  6.29e-03  2.81e-02  2.17e-02 -1.54e-02  1.53e-02 -4.92e-02
## 646  -2.94e-03  9.62e-04  6.78e-04 -2.98e-03  1.05e-03  7.80e-03 -1.05e-02
## 647   6.03e-03 -5.38e-03 -3.26e-03 -1.05e-03 -2.70e-03  1.34e-03  7.12e-03
## 648   7.19e-03  5.29e-03 -8.12e-03  1.97e-02 -1.26e-02 -1.09e-02  2.62e-02
## 649  -3.92e-02  3.33e-02  1.89e-02  5.27e-03  8.07e-03  1.65e-02 -5.37e-02
## 650  -7.52e-02  4.88e-02  4.29e-02  2.45e-02  3.08e-03  3.06e-02 -1.02e-01
## 651  -2.56e-03  2.70e-03 -6.88e-05  1.13e-03  1.27e-03  1.05e-03 -5.31e-03
## 652  -2.16e-04  1.68e-03 -2.20e-03 -6.79e-04  2.10e-03  1.05e-03 -4.82e-03
## 653  -1.99e-02  3.22e-02  1.02e-02  8.88e-03  4.04e-03 -7.63e-03  3.90e-02
## 654  -8.93e-03  1.71e-03  7.12e-03  8.24e-04 -3.76e-03  1.16e-02 -1.91e-02
## 655  -1.37e-02  9.30e-03  4.42e-03  2.80e-03  4.99e-03  7.44e-03 -2.27e-02
## 656  -4.10e-02 -2.77e-03  4.78e-02  5.56e-03 -1.73e-02  2.94e-02 -6.63e-02
## 657  -4.31e-02  4.91e-02 -4.69e-03 -4.77e-02  6.33e-02  4.67e-02 -1.07e-01
## 658   8.44e-03  3.04e-03 -2.31e-02  2.57e-03 -1.24e-02  3.91e-02 -5.67e-02
## 659  -2.75e-03  3.54e-03 -2.32e-03  9.61e-04  2.68e-03  3.23e-03 -1.09e-02
## 660  -1.19e-02 -1.02e-02  9.50e-03 -3.06e-02  8.42e-03  4.41e-02 -6.29e-02
## 661  -5.67e-04  2.31e-02 -2.71e-02  1.62e-02 -1.53e-02  4.31e-02 -7.41e-02
## 662   1.84e-02 -1.53e-02 -9.75e-04 -5.87e-03 -1.84e-02  5.15e-03  3.59e-02
## 663  -1.85e-02  1.29e-02  9.94e-03  2.94e-03 -7.57e-03  2.73e-02 -3.89e-02
## 664  -2.75e-03  9.01e-03 -8.01e-03 -1.20e-03  5.54e-03  6.87e-03 -2.44e-02
## 665   2.01e-03  2.06e-03 -2.22e-03 -4.88e-03  4.97e-03 -3.75e-03  9.36e-03
## 666   4.31e-02 -4.79e-02  6.77e-03  2.18e-02 -3.45e-02 -6.62e-02  1.13e-01
## 667   6.55e-04  7.51e-03 -7.96e-03  9.64e-05 -1.36e-03  1.13e-02 -1.76e-02
## 668  -2.53e-03  9.61e-04  1.12e-03 -2.18e-03  1.65e-03  3.89e-03 -5.86e-03
## 669  -7.54e-03  6.17e-03 -1.77e-03 -4.24e-03  1.11e-02  5.39e-03 -2.12e-02
## 670   6.46e-02 -4.19e-02 -4.24e-02 -2.34e-02  2.94e-03 -2.23e-02  8.10e-02
## 671   1.38e-02 -1.31e-02 -3.49e-03  4.78e-03 -8.08e-03 -1.18e-02  2.45e-02
## 672  -1.54e-02  5.30e-03  1.05e-03 -1.25e-03  1.67e-02  7.04e-03 -4.00e-02
## 673  -3.72e-04  1.11e-04  2.23e-04  1.75e-05 -7.01e-05  5.13e-04 -8.07e-04
## 674   2.53e-02 -5.93e-03 -2.83e-02 -5.57e-02  6.19e-02 -2.70e-02  8.59e-02
## 675  -1.56e-03  3.86e-03 -5.57e-03 -8.15e-03  2.74e-03  1.85e-02 -2.50e-02
## 676  -5.85e-04  4.36e-03 -6.61e-04  2.89e-03 -1.67e-03 -9.06e-04  6.58e-03
## 677  -1.83e-03  1.98e-03 -1.80e-03 -4.41e-03  4.52e-03  5.02e-03 -1.03e-02
## 678  -9.15e-04  5.62e-03 -9.19e-03 -8.04e-03  5.38e-03  1.87e-02 -2.82e-02
## 679  -8.61e-03  9.63e-03 -1.11e-04  2.19e-03  7.89e-03 -9.64e-04 -1.58e-02
## 680  -1.40e-02  1.02e-02 -2.37e-03 -9.81e-03  4.54e-03  3.68e-02 -5.72e-02
## 681  -3.80e-02  2.99e-02  1.56e-02 -1.09e-02  3.10e-02  8.53e-03 -5.04e-02
## 682   6.42e-03  1.02e-02 -1.02e-02  1.91e-03 -6.94e-03  9.01e-03  2.31e-02
## 683  -1.64e-02  1.63e-02  2.42e-03 -7.63e-03  1.10e-02  1.79e-02 -3.31e-02
## 684  -1.09e-02  4.86e-03  5.56e-03  1.32e-03  6.70e-03 -9.58e-06 -1.56e-02
## 685   1.60e-03 -1.57e-03 -3.60e-04  4.72e-04 -1.71e-03 -6.32e-05  2.43e-03
## 686   1.46e-02 -5.53e-03 -1.12e-02  1.82e-03 -5.26e-03 -4.90e-03  1.71e-02
## 687   1.71e-02 -1.08e-03 -9.70e-03  1.34e-03 -2.90e-03 -2.12e-02  3.82e-02
## 688  -1.09e-03  4.40e-04  3.99e-04  1.21e-04  8.64e-04 -1.88e-06 -1.93e-03
## 689  -9.51e-03  7.19e-03  2.76e-03  2.25e-03  7.23e-03 -1.43e-03 -1.41e-02
## 690   3.99e-02 -2.56e-02 -1.18e-02  1.78e-03 -2.74e-02 -1.93e-02  6.52e-02
## 691   5.54e-03 -4.42e-03 -1.38e-03  7.97e-04 -4.30e-03 -2.11e-03  9.07e-03
## 692  -3.81e-03  9.63e-03  1.76e-03 -2.28e-03  2.15e-02 -3.16e-02  4.00e-02
## 693  -1.09e-03 -2.53e-03  6.28e-03  8.22e-03 -6.48e-03 -8.72e-03  1.47e-02
## 694  -4.66e-03  2.50e-02 -1.85e-02  6.00e-04  1.46e-02  7.65e-03 -3.77e-02
## 695  -3.27e-03  1.88e-02  5.35e-03 -9.67e-03 -4.07e-03  5.29e-03  4.20e-02
## 696   1.39e-02 -5.30e-03 -4.54e-03 -7.36e-03 -4.27e-03 -5.55e-03  2.79e-02
## 697  -1.87e-03 -2.59e-03  3.23e-03  1.08e-03 -5.33e-03  6.27e-03 -1.12e-02
## 698  -3.33e-02  4.99e-02  1.22e-02  2.73e-02  5.24e-03 -1.37e-02  5.88e-02
## 699   1.27e-02 -1.71e-02 -8.39e-03 -8.70e-03  4.27e-03  7.88e-03  3.29e-02
## 700   7.99e-03 -6.80e-03 -7.81e-03  1.08e-03  8.45e-03 -1.09e-02  2.69e-02
## 701  -5.70e-04 -3.75e-03  3.65e-03 -3.72e-03  1.64e-03 -2.19e-04  7.82e-03
## 702   4.77e-03  5.50e-06 -6.38e-03  3.38e-03  4.01e-03 -8.38e-03  1.55e-02
## 703   2.53e-04 -3.04e-04 -8.35e-04 -1.02e-04  1.39e-03 -1.47e-03 -3.18e-03
## 704  -2.37e-02  5.61e-03  1.50e-02  5.18e-03  2.68e-02 -1.82e-02  4.62e-02
## 705   8.83e-05  1.39e-03 -1.13e-03  3.19e-03 -1.16e-03 -2.84e-03 -6.84e-03
## 706  -4.83e-04 -7.23e-03  3.83e-03 -1.54e-03  1.86e-03  4.54e-03  2.67e-02
## 707   2.11e-03 -6.68e-03  2.25e-03 -3.86e-03 -2.43e-03  6.43e-03  1.28e-02
## 708  -2.66e-03 -4.34e-03  5.33e-03  1.91e-03 -3.69e-04 -9.73e-04  1.06e-02
## 709  -1.13e-04 -1.71e-03  1.16e-03 -1.41e-03  1.08e-03  1.50e-04  4.47e-03
## 710  -1.12e-02  2.91e-03  2.90e-03 -3.99e-03  2.70e-02 -1.30e-02  3.70e-02
## 711   1.60e-03  4.01e-05 -1.60e-03 -1.21e-03 -1.89e-04  2.93e-04 -3.46e-03
## 712   8.74e-04 -1.25e-03 -5.72e-04 -2.35e-04 -1.77e-05 -2.14e-04 -1.98e-03
## 713  -1.97e-02  3.49e-03  1.15e-02  1.46e-02  1.22e-02 -6.38e-03  4.35e-02
## 714  -1.40e-04 -5.95e-04  1.39e-04 -6.42e-04 -2.13e-04  2.26e-03  2.75e-03
## 715  -1.65e-03  7.25e-03  9.48e-04  7.67e-03 -7.29e-04 -1.75e-02 -2.50e-02
## 716  -4.88e-03 -4.49e-03  7.87e-03 -3.08e-03  2.97e-03  1.83e-03  1.49e-02
## 717   1.79e-03  6.66e-03 -2.02e-03 -6.37e-03 -2.28e-03  1.79e-03 -2.41e-02
## 718  -1.52e-03 -3.60e-03  2.28e-03 -6.36e-03  8.19e-03 -5.95e-04  1.45e-02
## 719  -4.88e-03 -9.82e-03  9.65e-03 -2.48e-03  5.06e-03  7.85e-04  2.77e-02
## 720  -3.51e-03 -3.94e-03  5.85e-03 -2.02e-03  4.23e-03 -2.98e-03  1.12e-02
## 721  -9.55e-04 -1.08e-02  3.53e-03 -1.27e-02  2.36e-02 -1.28e-02  4.10e-02
## 722  -5.65e-03 -1.97e-02  2.39e-02  5.11e-03 -1.80e-02  6.86e-03  3.79e-02
## 723   6.15e-04  3.53e-03  1.82e-03  1.04e-02 -1.05e-02 -8.12e-03 -2.05e-02
## 724   9.23e-04  5.27e-03 -4.79e-03  2.18e-03  3.15e-04 -2.04e-03 -1.14e-02
## 725   9.25e-03 -1.16e-02 -9.36e-03  1.80e-02 -1.67e-03 -1.25e-02  3.68e-02
## 726  -9.84e-03  1.27e-02  6.44e-03  9.03e-03 -1.46e-03 -4.57e-03  1.81e-02
## 727  -3.57e-02  3.32e-02 -1.24e-02  1.24e-01  2.29e-02 -9.25e-02  1.79e-01
## 728  -3.75e-03 -3.63e-03  3.45e-03 -2.99e-03  4.59e-03  5.07e-03  1.57e-02
## 729  -2.50e-03  3.55e-03  8.52e-04 -1.92e-03  3.73e-03 -2.58e-03 -6.35e-03
## 730  -7.51e-03 -3.29e-03  1.11e-02  1.32e-03  2.59e-03 -5.47e-03  1.48e-02
## 731   8.76e-03 -4.70e-03 -7.51e-03 -6.41e-03  5.98e-03 -1.79e-03  1.92e-02
## 732   3.59e-03 -4.44e-03 -1.64e-03  8.52e-03 -8.10e-03 -2.74e-03 -1.25e-02
## 733   3.32e-03 -5.26e-03 -8.91e-04 -4.53e-03  1.26e-03  3.55e-03  1.16e-02
## 734   3.80e-03 -5.50e-03 -7.16e-03 -8.25e-03  2.45e-03  2.33e-02  3.31e-02
## 735   3.36e-04  9.11e-04 -1.02e-03 -6.12e-05  4.12e-05  4.58e-04 -1.63e-03
## 736  -1.56e-03  3.34e-03 -4.75e-04  1.36e-03  1.64e-03 -1.10e-03  4.58e-03
## 737  -1.18e-02 -8.71e-03  2.16e-02  1.29e-02 -4.21e-03 -1.50e-02  3.25e-02
## 738   3.74e-04 -1.85e-02  1.61e-02 -6.96e-03 -8.88e-03  8.62e-03  3.53e-02
## 739  -1.32e-04  7.11e-04  1.14e-04 -4.60e-03  4.96e-03 -5.69e-04  9.54e-03
## 740   1.74e-02 -3.79e-02 -1.93e-03 -1.80e-02 -1.91e-02  5.32e-02  6.95e-02
## 741  -5.13e-04 -3.83e-03  2.28e-03 -2.05e-03 -1.08e-03  6.06e-03  9.85e-03
## 742   6.82e-03  3.36e-03 -3.18e-03 -4.77e-03 -1.80e-02  2.96e-02  4.08e-02
## 743  -4.06e-02  2.88e-02  1.92e-02 -6.85e-04  3.39e-02 -1.34e-02 -5.30e-02
## 744   2.80e-05  2.27e-02 -1.24e-02 -1.03e-02  5.13e-03  1.04e-02 -3.64e-02
## 745   3.26e-03 -9.33e-03  7.16e-04  4.33e-03 -1.20e-02  1.94e-02  3.41e-02
## 746  -2.89e-03 -1.33e-02  9.26e-03 -8.35e-03  1.74e-02 -1.42e-02  3.85e-02
## 747   2.40e-03  2.61e-03 -3.99e-03 -3.68e-03  1.22e-03  1.47e-03 -8.62e-03
## 748  -7.86e-03  5.61e-02 -2.82e-02 -1.37e-02 -2.00e-03  5.66e-02 -9.48e-02
## 749   3.53e-03 -4.17e-02  1.68e-02 -1.47e-02 -1.66e-03  2.16e-02  6.87e-02
## 750  -4.14e-03  8.52e-03 -4.78e-04  7.82e-03  8.86e-04 -3.09e-03  1.56e-02
## 751   1.94e-02  8.45e-03 -2.57e-02  1.96e-03 -5.20e-03 -4.25e-03 -3.79e-02
## 752  -2.07e-03 -6.94e-04  2.94e-03 -1.51e-03  9.36e-04  1.60e-03  5.77e-03
## 753   7.32e-05  1.02e-03 -1.17e-03  9.03e-04  5.16e-04 -9.29e-04 -2.51e-03
## 754  -5.66e-03  1.77e-02  1.61e-03  9.79e-03 -7.62e-03  1.41e-03  2.75e-02
## 755  -3.31e-02 -2.08e-02  3.98e-02 -1.94e-02  2.07e-02  2.53e-02  8.11e-02
## 756   8.29e-03 -2.92e-02  7.48e-03 -7.72e-03 -7.51e-04  3.62e-03  4.49e-02
## 757   3.56e-03  3.20e-03 -6.90e-03  5.68e-04 -2.21e-03  3.81e-03 -1.20e-02
## 758  -2.46e-02  3.63e-02  6.27e-03  2.66e-02 -3.35e-03  3.99e-03  5.07e-02
## 759   2.34e-03 -3.25e-02  1.87e-02 -2.21e-02  2.44e-02 -2.94e-02  6.36e-02
## 760  -2.35e-03 -3.07e-02  2.67e-02 -2.42e-03 -2.21e-02  2.03e-02  5.27e-02
## 761  -8.61e-04  4.69e-04  8.94e-04  5.03e-04  1.10e-04 -2.78e-04  2.21e-03
## 762   3.31e-03 -4.23e-03 -3.86e-03  8.25e-03 -7.53e-03  2.22e-03 -1.51e-02
## 763   3.38e-03 -1.40e-02  6.75e-03 -1.01e-02 -7.20e-03  1.73e-02  2.74e-02
## 764   7.73e-03 -2.16e-02  1.82e-03 -1.99e-02  6.63e-03  1.35e-02  3.71e-02
## 765   7.60e-04 -1.27e-03 -4.76e-04 -1.27e-03 -1.48e-04  2.56e-03  3.40e-03
## 766  -6.19e-03 -3.32e-03  7.98e-03 -1.14e-03  5.35e-03 -3.50e-03  1.36e-02
## 767  -1.73e-03  1.74e-02 -5.20e-03  7.58e-03 -5.29e-04 -1.47e-02 -3.63e-02
## 768  -2.04e-03 -5.01e-03  1.11e-03 -1.38e-02  2.44e-02 -1.12e-02  3.31e-02
## 769  -2.48e-03  5.64e-03  1.02e-03  4.14e-03 -3.77e-04 -3.37e-03  9.58e-03
## 770   1.65e-03 -3.07e-03 -1.37e-03 -1.11e-03  7.71e-04  2.43e-03  6.83e-03
## 771   5.37e-03 -8.16e-04 -3.26e-03  2.36e-02 -3.24e-02  2.37e-02  4.58e-02
## 772   9.45e-04 -4.66e-03  8.51e-04  8.03e-04 -1.09e-03  1.98e-03  9.28e-03
## 773  -1.39e-02  3.93e-02  4.22e-04 -1.36e-04  4.71e-03  1.29e-03  4.58e-02
## 774  -4.37e-03  1.16e-02  3.52e-03 -9.12e-03  4.10e-03  3.83e-03  2.35e-02
## 775   8.46e-02 -7.34e-02 -4.93e-02  7.41e-02 -4.11e-02 -9.17e-02  1.60e-01
## 776   2.38e-02 -2.12e-02 -1.05e-02 -7.77e-03 -4.77e-03 -6.32e-03  3.08e-02
## 777   1.33e-02  1.04e-02 -2.27e-02  1.02e-02 -8.33e-03 -2.69e-03 -3.98e-02
## 778  -2.40e-04  3.96e-03 -3.46e-03 -5.52e-03  1.64e-02 -1.15e-02  2.39e-02
## 779   2.42e-02 -1.25e-03 -2.52e-02 -3.88e-03 -2.85e-04 -4.14e-03  2.97e-02
## 780   2.71e-02 -7.30e-03  1.58e-04  2.60e-02 -1.69e-02 -7.49e-02  1.07e-01
## 781  -3.05e-03  1.84e-03  2.54e-03  5.50e-04 -4.99e-04  1.08e-03 -4.23e-03
## 782   5.19e-04 -1.78e-04 -3.73e-04 -2.11e-04 -1.47e-04  1.33e-04  6.77e-04
## 783  -1.26e-01  8.64e-02  1.03e-01 -2.44e-02  1.84e-03  7.92e-02 -1.75e-01
## 784  -1.64e-02 -2.64e-04  1.53e-02 -1.44e-03  2.07e-03  7.90e-03 -2.57e-02
## 785   1.02e-02 -6.62e-03 -6.26e-03 -3.37e-03 -7.86e-03  1.13e-02  1.66e-02
## 786  -2.54e-02  4.52e-02  2.39e-02  9.90e-02 -3.04e-02 -9.73e-02  1.39e-01
## 787  -3.57e-02  1.90e-02  3.54e-02 -2.51e-02  9.95e-03  1.92e-02 -5.72e-02
## 788  -2.18e-04  3.61e-04 -5.12e-04 -1.25e-04  1.71e-03 -1.67e-03 -2.62e-03
## 789  -1.52e-03 -3.69e-03  3.70e-03 -2.87e-03  5.29e-04  7.99e-04 -7.48e-03
## 790   8.44e-03  4.78e-03 -1.02e-02  2.05e-04 -3.92e-03  3.35e-03  1.61e-02
## 791   2.95e-02 -1.58e-02 -2.20e-02 -5.10e-03 -1.19e-02  1.10e-02  3.55e-02
## 792   2.32e-03 -1.08e-03 -1.83e-03  3.46e-03 -2.93e-03  1.68e-04  6.77e-03
## 793   5.23e-03  3.36e-03 -3.33e-03 -3.58e-03 -2.63e-03  1.38e-03  1.65e-02
## 794   1.59e-03 -1.38e-02  1.16e-03 -4.86e-02  3.47e-02  8.28e-03 -5.33e-02
## 795   5.06e-03  2.19e-02 -1.40e-02  1.10e-02 -3.88e-03 -6.12e-03  3.50e-02
## 796  -7.39e-03  6.31e-04  2.50e-02 -1.83e-02  2.37e-02 -6.59e-02 -9.26e-02
## 797   3.29e-03  1.12e-03 -2.82e-03  7.76e-03  4.62e-03 -2.01e-02  2.50e-02
## 798  -8.40e-03 -6.58e-03  1.28e-02  1.84e-02 -9.53e-03 -4.75e-03  2.76e-02
## 799   3.91e-03 -2.34e-03 -5.35e-03 -8.74e-04 -4.66e-04  3.49e-03 -9.32e-03
## 800  -1.11e-02  8.73e-03  7.28e-03  9.97e-03  4.26e-03 -1.08e-02  1.83e-02
## 801  -3.20e-03  1.57e-03  3.46e-03  1.69e-03 -3.81e-04 -3.74e-04  5.92e-03
## 802  -1.49e-04  8.48e-04 -2.61e-04 -5.19e-04  5.20e-04 -1.20e-04 -1.48e-03
## 803  -4.99e-03  5.60e-02 -5.56e-02  4.18e-03  5.07e-02 -8.61e-03 -1.06e-01
## 804  -1.24e-02 -1.01e-02  2.38e-02  3.27e-02 -2.26e-02 -1.03e-02  4.70e-02
## 805   1.51e-02  4.80e-04 -9.25e-03 -2.36e-02  9.06e-03 -1.64e-02 -5.37e-02
## 806   2.39e-04 -8.87e-03  6.21e-03  3.15e-02 -3.01e-02  4.45e-03  3.83e-02
## 807   3.74e-03  3.56e-03 -6.62e-03 -6.45e-03  3.78e-03  1.80e-03 -1.23e-02
## 808  -6.50e-03  8.21e-03  3.35e-03  3.16e-03  1.73e-03 -1.78e-03  9.90e-03
## 809  -3.40e-02  1.34e-02  1.77e-02  4.46e-02 -1.13e-02  1.44e-02  7.42e-02
## 810   4.89e-03  9.62e-04 -6.65e-03 -1.27e-03 -1.50e-03  3.96e-03 -8.27e-03
## 811  -1.09e-02  6.65e-03  2.10e-03 -5.69e-03  2.36e-02 -7.27e-03  3.02e-02
## 812   2.70e-02  3.43e-02 -3.62e-02 -9.52e-02  4.60e-02  5.60e-03 -1.47e-01
## 813  -2.14e-03 -1.60e-02  1.03e-02  6.97e-03 -1.82e-03 -5.72e-03  3.02e-02
## 814  -7.54e-04 -6.25e-04  1.26e-03 -3.47e-04  6.97e-05  5.59e-04  2.05e-03
## 815  -9.95e-03 -3.78e-03  1.54e-02  3.22e-03 -1.38e-03 -3.77e-03  1.74e-02
## 816  -1.05e-02 -6.32e-04  1.17e-02  8.28e-03  4.87e-03 -1.37e-02  2.14e-02
## 817  -8.98e-03  9.85e-03  4.73e-03 -4.68e-03  1.31e-02 -6.77e-03  1.78e-02
## 818  -5.22e-03 -2.00e-04  5.45e-03  5.63e-04  3.70e-03 -2.54e-03  1.00e-02
## 819  -1.11e-02  1.40e-02  8.33e-03  5.91e-03 -2.51e-04 -3.78e-03  2.03e-02
## 820   1.29e-03 -6.24e-03  3.74e-03  2.07e-03 -2.16e-03 -3.91e-03  1.29e-02
## 821   8.38e-03 -2.05e-02  6.71e-03  1.05e-02 -1.32e-02 -1.03e-02  3.21e-02
## 822  -2.42e-02  5.41e-02 -2.73e-03  9.76e-02 -6.26e-02  1.69e-02  1.22e-01
## 823  -1.53e-03  2.66e-04  2.30e-03 -2.78e-03  2.10e-03 -1.27e-04  4.79e-03
## 824  -1.07e-02  3.57e-03  1.57e-02 -5.68e-02  4.76e-02 -1.82e-02 -7.21e-02
## 825   1.21e-02 -7.79e-03 -4.06e-03 -1.64e-02 -1.26e-02  2.18e-02 -3.42e-02
## 826   8.27e-03 -8.30e-03 -4.21e-04 -2.70e-02  9.34e-03 -9.11e-05 -3.45e-02
## 827  -2.00e-02  2.63e-02  4.72e-03  1.84e-02  6.02e-03 -6.71e-03  3.40e-02
## 828  -1.45e-02  1.37e-02  8.41e-03  1.57e-02  1.90e-03 -1.02e-02  2.50e-02
## 829  -7.58e-04  1.77e-03 -7.20e-04 -5.11e-04  2.36e-05  2.60e-03 -4.08e-03
## 830   5.79e-03  5.07e-03 -1.07e-02  1.02e-03 -1.67e-03  2.18e-03 -1.62e-02
## 831   2.13e-03 -2.20e-04 -2.32e-03 -4.82e-04 -1.16e-03  9.77e-04 -4.58e-03
## 832  -3.06e-04  1.92e-03  4.23e-03 -1.43e-02 -3.94e-03  1.08e-02 -3.07e-02
## 833  -2.18e-04  1.11e-03 -4.25e-04 -3.42e-03  2.67e-03  1.09e-04 -4.45e-03
## 834  -2.67e-04 -7.26e-04  8.53e-04  5.98e-04 -9.71e-04  5.95e-04  1.84e-03
## 835  -1.08e-02 -2.13e-02  2.92e-02 -1.05e-02 -2.03e-02  4.18e-02  6.37e-02
## 836  -2.49e-03  1.99e-03  3.94e-03 -1.28e-02  7.91e-03  3.62e-03  1.83e-02
## 837   1.19e-03 -6.34e-03  6.62e-05 -2.21e-03 -1.42e-03  1.01e-02  1.59e-02
## 838  -5.16e-05 -4.26e-03  3.46e-03 -2.78e-03 -2.93e-03  6.28e-03  9.79e-03
## 839  -4.63e-03  2.53e-03  2.24e-03 -1.60e-04  6.99e-03 -2.46e-03  1.39e-02
## 840  -6.97e-03  5.03e-04  7.75e-03  1.23e-02 -2.20e-03 -1.01e-02  1.64e-02
## 841  -3.41e-04 -4.82e-04  7.78e-04 -7.00e-07  1.58e-04 -4.65e-04  1.33e-03
## 842   1.86e-05  6.06e-05 -3.45e-05  3.53e-05 -1.31e-05 -9.22e-05 -1.92e-04
## 843  -5.12e-03  5.96e-03  3.49e-03 -4.65e-03  4.92e-03  1.06e-03  9.89e-03
## 844  -1.20e-02  7.19e-03  8.53e-03  5.90e-03  1.58e-03  2.40e-03  1.93e-02
## 845  -5.19e-02  3.58e-02  5.34e-02 -1.01e-01  1.13e-01 -7.88e-02 -1.75e-01
## 846  -6.90e-03 -7.80e-03  1.56e-02  1.89e-02 -5.84e-03 -2.19e-02  3.43e-02
## 847  -4.14e-03 -9.77e-03  7.79e-03  9.07e-03  9.09e-03 -2.00e-02  3.79e-02
## 848   1.91e-02  1.11e-02 -3.15e-02  2.51e-03 -3.50e-03  4.12e-03 -4.13e-02
## 849   1.03e-03 -7.72e-03  1.08e-02 -2.89e-03 -1.10e-02  7.09e-03  2.85e-02
## 850  -5.22e-03  3.97e-04  4.72e-03  2.54e-03 -5.48e-04  2.90e-03  9.03e-03
## 851  -7.77e-03  2.55e-03  6.44e-03  4.00e-03  6.72e-03 -9.20e-03  1.59e-02
## 852   1.27e-02 -1.78e-03 -1.79e-02 -1.85e-02  1.11e-02  9.39e-03 -2.77e-02
## 853   2.66e-03 -3.74e-03 -4.28e-04  2.85e-03 -5.84e-03  3.27e-03  6.91e-03
## 854  -1.94e-03 -1.08e-02  5.88e-03 -5.37e-02  3.61e-02  5.12e-03 -6.17e-02
## 855  -1.57e-02 -8.01e-03  2.47e-02  3.56e-02 -1.35e-02 -2.69e-02  4.94e-02
## 856  -2.34e-03  1.29e-03  2.35e-03 -2.25e-03  3.50e-03 -1.51e-03  6.08e-03
## 857   8.12e-04 -4.38e-04 -5.71e-04 -9.30e-05 -1.07e-03  9.81e-04 -1.85e-03
## 858  -2.56e-02  4.28e-02  1.09e-02 -2.31e-03  1.57e-02 -6.24e-03  4.91e-02
## 859   7.20e-04 -2.41e-03  6.44e-04  1.40e-03 -2.72e-03  4.47e-04 -4.21e-03
## 860   8.87e-03 -1.04e-02 -5.93e-03  4.74e-03 -6.39e-03 -1.17e-03 -1.55e-02
## 861  -5.70e-03  4.36e-03  6.29e-03 -8.14e-03  6.68e-03  1.49e-03  1.70e-02
## 862   2.10e-03 -2.63e-03 -1.24e-03  3.06e-04 -1.81e-03  1.25e-03 -3.57e-03
## 863  -2.51e-03  9.05e-03 -9.05e-04 -5.45e-03  1.13e-02 -8.50e-03  1.74e-02
## 864  -1.95e-05  4.68e-06  1.66e-05 -4.32e-05  4.61e-05  6.15e-06  6.76e-05
## 865   1.50e-03 -9.28e-04 -1.35e-03 -2.52e-04 -5.59e-04  4.92e-04 -2.05e-03
## 866  -5.55e-04  2.99e-04  3.19e-04 -3.37e-04  7.07e-04  1.11e-04  1.16e-03
## 867  -8.32e-03  1.74e-02  9.54e-04 -1.33e-02  1.94e-02 -5.03e-03  2.71e-02
## 868  -2.90e-03  4.00e-04  8.92e-04 -1.28e-02  1.50e-02  1.13e-03  2.02e-02
## 869  -4.82e-03  5.66e-03  2.41e-03 -2.30e-03  5.37e-03 -1.32e-03  8.01e-03
## 870  -3.31e-02  2.35e-02  1.75e-02 -2.79e-02  5.13e-02 -7.26e-03  5.90e-02
## 871  -1.95e-03  2.15e-03  1.72e-03 -8.14e-04  1.11e-03 -4.28e-04  3.66e-03
## 872   2.13e-02  1.53e-02 -3.47e-02  1.31e-02 -7.37e-03 -9.44e-03 -5.35e-02
## 873  -4.72e-03  1.67e-02  5.68e-03 -1.43e-02  2.90e-04  9.89e-03  3.80e-02
## 874  -3.44e-03  6.40e-03  2.28e-03 -4.86e-03  3.17e-03  2.13e-03  1.12e-02
## 875   9.18e-03 -2.91e-03 -2.42e-03 -1.33e-02 -7.86e-03  1.64e-02  2.74e-02
## 876   7.18e-04  1.01e-03 -8.16e-04  5.49e-03 -5.73e-03  1.24e-04 -7.97e-03
## 877   2.63e-03  6.55e-03  2.10e-03 -1.07e-02 -2.50e-03  3.86e-03  2.86e-02
## 878  -1.74e-03 -2.94e-03  7.60e-03 -1.77e-02  6.92e-03  5.96e-03  2.43e-02
## 879   2.88e-02 -6.28e-03 -1.60e-02 -2.83e-02 -1.16e-02  2.37e-02  5.66e-02
## 880   5.53e-03 -3.21e-03 -2.90e-03  8.71e-03 -1.12e-02 -1.42e-03 -1.42e-02
## 881   9.16e-04  6.58e-03 -1.52e-03 -5.05e-03 -1.72e-04  4.05e-03  1.42e-02
## 882  -1.22e-02  7.63e-03  1.18e-02  3.44e-02 -3.10e-02  3.74e-03 -4.46e-02
## 883  -1.17e-03  1.93e-03  2.08e-03 -2.46e-03 -4.27e-04  1.93e-03  6.62e-03
## 884  -2.30e-04  1.64e-03 -3.07e-04 -1.72e-04  6.66e-05  2.75e-04  2.17e-03
## 885  -3.18e-03  4.41e-03  1.06e-03 -5.15e-03  7.55e-03 -1.56e-03  9.37e-03
## 886  -2.91e-03 -2.65e-02  1.36e-02  1.10e-02 -6.11e-03 -8.83e-03 -3.98e-02
## 887   1.08e-02  8.25e-03 -1.49e-02 -2.02e-02  6.35e-03  1.76e-02  3.34e-02
## 888   1.72e-03  2.19e-02 -6.87e-03 -2.16e-02  1.38e-02  2.93e-03  4.33e-02
## 889   1.68e-02  1.46e-03 -9.78e-03 -1.40e-02 -2.71e-03  9.99e-04  3.79e-02
## 890  -1.18e-02  4.00e-03  8.68e-03  2.22e-03  1.23e-02 -1.13e-02  2.02e-02
## 891   8.80e-04 -3.10e-03 -4.86e-04  2.76e-03 -1.85e-03 -5.91e-04 -6.70e-03
## 892   1.32e-05 -2.52e-05  7.20e-06 -1.40e-04  8.42e-05  4.89e-05  1.88e-04
## 893  -1.69e-02  9.59e-03  1.53e-02 -2.63e-03  7.59e-03 -3.47e-04  2.13e-02
## 894  -8.80e-03  8.93e-03  5.41e-03 -1.17e-02  1.05e-02  5.92e-03  1.86e-02
## 895  -5.06e-02  4.47e-02  2.06e-02 -1.37e-02  4.56e-02  1.40e-02  7.57e-02
## 896   9.33e-03 -1.12e-02 -5.45e-03  9.16e-03 -1.11e-02 -2.76e-04 -1.74e-02
## 897   1.31e-02 -1.93e-02 -2.89e-03  2.43e-02 -2.82e-02 -4.96e-03 -3.74e-02
## 898   1.14e-02 -1.41e-02 -2.42e-03 -1.67e-03 -2.41e-03 -7.87e-03  1.99e-02
## 899  -2.96e-03 -1.48e-03  2.42e-03 -2.49e-03  5.24e-04  5.22e-03 -1.04e-02
## 900  -1.07e-02 -3.11e-02  4.65e-02 -6.94e-02 -1.63e-02  6.74e-02 -1.15e-01
## 901  -3.70e-03  3.45e-03  2.50e-03  2.75e-03 -3.93e-03  3.73e-03 -9.58e-03
## 902   2.05e-02 -1.61e-02 -3.30e-03  4.37e-03 -1.55e-02 -1.41e-02  3.99e-02
## 903   1.00e-02  2.49e-03 -1.08e-02  1.86e-02 -1.03e-02 -1.04e-02  2.85e-02
## 904   7.27e-04  3.78e-04 -1.70e-03  2.55e-04  1.15e-04  1.51e-04 -3.42e-03
## 905  -7.64e-03 -1.09e-02  3.37e-02 -5.32e-02 -3.73e-03  2.60e-02 -8.46e-02
## 906  -1.49e-03  6.59e-04  1.07e-03  1.68e-04  7.47e-04 -3.38e-04 -1.68e-03
## 907   3.36e-02 -2.56e-02 -1.76e-02  7.64e-03 -1.41e-02 -2.02e-02  4.54e-02
## 908   2.69e-02 -1.34e-02 -2.01e-02 -2.31e-02  6.23e-04  1.42e-02  3.69e-02
## 909  -4.44e-03  2.55e-03  2.99e-03  1.25e-03  2.61e-03 -3.65e-03 -6.90e-03
## 910  -1.56e-02  1.22e-02  8.68e-03  1.30e-02  2.38e-03 -9.87e-03 -2.25e-02
## 911   1.06e-02 -8.17e-03 -4.21e-03  6.17e-03 -6.08e-03 -9.13e-03  2.13e-02
## 912  -8.74e-02  3.10e-02  1.27e-01 -1.12e-01  3.67e-02  3.16e-03 -2.20e-01
## 913  -3.95e-02 -2.64e-02  1.11e-01 -1.07e-02 -8.34e-02  2.24e-02 -1.79e-01
## 914   1.06e-02 -7.86e-03 -2.82e-03  2.80e-03 -1.18e-02 -1.66e-04  1.67e-02
## 915  -2.68e-02  9.89e-03  1.86e-02 -2.60e-03  2.16e-02 -1.01e-02 -3.42e-02
## 916  -1.94e-02 -4.87e-02  3.80e-02 -3.80e-02  3.13e-02  3.34e-04 -9.09e-02
## 917  -2.18e-02  2.22e-02  5.47e-03 -8.75e-03  2.76e-02 -8.06e-03 -3.66e-02
## 918  -4.19e-03 -2.78e-02  6.51e-03  4.41e-03  6.77e-03 -1.97e-03 -5.38e-02
## 919  -2.42e-02  2.87e-02 -4.13e-04 -8.16e-03  3.49e-02 -4.75e-03 -4.49e-02
## 920  -1.07e-01  6.38e-02  7.52e-02 -2.58e-03  5.53e-02 -1.33e-02 -1.13e-01
## 921  -9.21e-02  5.48e-02  5.28e-02  7.49e-03  8.82e-02 -7.65e-02 -1.32e-01
## 922   1.34e-02  6.96e-03 -1.44e-02  8.40e-03 -1.38e-02  5.64e-03  3.09e-02
## 923  -4.02e-03 -3.06e-02  1.72e-02 -5.92e-02  5.68e-02 -3.02e-02 -9.18e-02
## 924  -3.93e-02  2.62e-02  2.11e-02  1.60e-03  1.61e-02  1.06e-02 -4.82e-02
## 925  -3.30e-02  7.26e-03  2.51e-02  8.44e-03  1.80e-02 -1.74e-02 -4.70e-02
## 926  -2.50e-02  2.18e-04  2.53e-02  4.97e-04  1.69e-04  1.02e-02 -3.51e-02
## 927   5.72e-03  6.48e-03 -7.35e-03 -6.10e-03 -1.11e-03  6.55e-03  1.70e-02
## 928   2.80e-02  5.27e-04 -3.20e-02 -2.30e-02  1.37e-02  3.69e-03  4.26e-02
## 929  -9.31e-03 -1.45e-02  9.77e-03 -8.79e-03  1.69e-02 -4.85e-03 -3.87e-02
## 930  -5.31e-02 -1.09e-02  8.26e-02 -5.05e-02  7.65e-03  2.23e-02 -1.08e-01
## 931  -1.15e-02  5.77e-03  7.90e-03 -6.46e-03  1.36e-02 -5.79e-03 -1.71e-02
## 932  -2.26e-02  2.03e-02  9.00e-03  6.82e-03  9.96e-03 -1.86e-03 -2.94e-02
## 933   4.73e-03 -2.26e-02  1.09e-03 -3.42e-03  2.12e-03  1.91e-03 -3.05e-02
## 934  -9.67e-03  1.47e-02 -1.55e-02  5.68e-03  3.89e-02 -2.90e-02 -6.05e-02
## 935  -4.70e-02  2.85e-02  2.85e-02  5.14e-03  2.66e-02 -9.24e-03 -5.20e-02
## 936  -5.08e-03 -2.95e-02  1.44e-02 -1.85e-02  1.79e-02 -3.23e-03 -5.00e-02
## 937  -1.01e-02 -2.60e-02  7.71e-03  1.14e-02  1.17e-02 -8.89e-03 -6.64e-02
## 938  -1.77e-02 -1.54e-02  2.49e-02  2.05e-02 -8.39e-03 -1.55e-02 -5.04e-02
## 939  -2.47e-02  1.67e-03  1.94e-02 -2.43e-02  2.29e-02  1.78e-02 -4.55e-02
## 940  -2.51e-02  7.52e-03  1.33e-02 -5.22e-03  2.77e-02 -1.04e-02 -4.32e-02
## 941  -1.06e-02  2.38e-02 -2.79e-03 -2.74e-02  3.84e-02 -8.06e-03  4.44e-02
## 942  -5.28e-03  6.33e-03  1.79e-03 -3.54e-03  8.72e-03 -3.67e-03  9.87e-03
## 943  -4.65e-03  4.95e-03  1.44e-03 -6.84e-03  1.12e-02 -3.00e-03  1.18e-02
## 944  -1.68e-02  3.14e-02  3.97e-03 -1.58e-03  1.41e-02 -6.25e-03  3.43e-02
## 945   3.00e-02 -1.34e-02 -1.85e-02  2.78e-02 -5.37e-02  1.31e-02 -6.34e-02
## 946  -7.19e-03  1.23e-02  3.92e-04 -3.80e-02  4.67e-02 -1.52e-02  5.33e-02
## 947  -4.67e-02  3.70e-02  3.44e-02 -4.61e-02  5.75e-02 -4.08e-03  7.76e-02
## 948  -2.43e-02  3.77e-02  4.80e-03 -1.46e-02  4.17e-02 -2.11e-02  5.16e-02
## 949  -1.58e-03  1.79e-03  7.75e-04 -1.39e-03  3.04e-03 -1.76e-03  3.60e-03
## 950   6.10e-03 -8.29e-03  5.24e-04  1.01e-02 -2.13e-02  9.62e-03 -2.21e-02
## 951  -4.18e-03  5.00e-03  1.62e-03 -4.45e-03  7.96e-03 -2.52e-03  9.13e-03
## 952  -6.16e-03  9.74e-03  1.81e-03 -4.65e-03  1.01e-02 -4.40e-03  1.34e-02
## 953  -2.09e-02  2.98e-02  3.48e-03 -2.54e-02  4.53e-02 -1.16e-02  5.00e-02
## 954   7.33e-03 -1.10e-02 -1.95e-03  7.96e-03 -1.56e-02  6.97e-03 -1.86e-02
## 955  -2.77e-03 -1.17e-02  1.56e-02  2.21e-02 -1.68e-02 -1.37e-02  3.88e-02
## 956   8.20e-03  1.68e-02 -1.36e-02  3.84e-03 -4.86e-03 -1.39e-03  3.07e-02
## 957   1.85e-02 -1.29e-02 -1.23e-02 -9.40e-04  1.74e-03 -1.33e-02  2.87e-02
## 958  -7.12e-03 -1.93e-02  3.09e-02 -1.48e-04 -9.93e-03 -1.28e-02  4.66e-02
## 959   7.25e-03 -4.68e-03 -3.98e-03 -5.68e-03  1.68e-03 -7.07e-04  1.32e-02
## 960   3.43e-04 -3.59e-04 -1.24e-04 -1.52e-04 -4.86e-06 -9.57e-05  6.08e-04
## 961   2.17e-03  6.35e-02 -2.50e-02  2.51e-02 -2.03e-02  2.97e-03  9.02e-02
## 962   8.40e-03 -3.43e-03 -4.84e-03 -3.65e-03 -2.03e-03 -5.85e-04  1.21e-02
## 963   1.05e-02 -8.48e-03 -3.43e-03  1.90e-03 -1.21e-02  3.90e-03  1.57e-02
## 964   1.54e-02 -3.20e-02  1.04e-02 -1.36e-02 -2.30e-02  2.52e-02  5.39e-02
## 965  -2.26e-03  1.60e-04  1.58e-03  1.19e-03  6.78e-04 -3.58e-04 -3.69e-03
## 966  -6.71e-03  2.62e-02 -6.00e-03 -1.03e-02  1.66e-02 -1.25e-02 -4.70e-02
## 967   3.15e-03  3.86e-05 -5.84e-03 -3.21e-03  5.89e-03 -6.53e-04  9.21e-03
## 968   1.40e-02 -1.08e-02 -1.06e-02  7.48e-03 -1.36e-02  9.26e-03  2.27e-02
## 969  -3.53e-03  1.61e-03  2.63e-03 -2.22e-04  1.46e-03  1.54e-04 -4.15e-03
## 970  -1.91e-03 -7.80e-03  1.17e-02 -1.54e-02 -1.33e-03  1.24e-02  2.73e-02
## 971   2.51e-03 -1.29e-03 -2.11e-03 -1.88e-05 -1.21e-04 -6.53e-04  3.34e-03
## 972   7.77e-03 -2.71e-02  1.15e-02 -1.74e-02 -4.04e-03  9.00e-03  3.76e-02
## 973  -4.20e-04  7.18e-04  1.52e-04 -1.32e-03 -9.21e-04  3.30e-03 -4.14e-03
## 974  -4.91e-04  7.38e-04  6.23e-04 -2.28e-04 -4.15e-04  5.98e-04  1.78e-03
## 975   4.13e-02 -5.11e-03 -2.29e-02 -1.82e-02 -3.44e-02  3.01e-02  7.97e-02
## 976   5.78e-03 -1.86e-03 -5.38e-03 -5.24e-03  6.30e-03 -5.58e-03  1.22e-02
## 977   2.19e-02 -9.70e-03 -1.15e-02 -1.05e-02 -1.52e-02  1.71e-02  3.63e-02
## 978  -2.49e-03  2.69e-03  1.58e-03  9.37e-04  9.01e-04 -3.13e-03 -6.84e-03
## 979   5.37e-02 -2.46e-02 -6.62e-02 -2.09e-02  4.50e-02 -2.13e-02  1.03e-01
## 980   1.77e-02 -1.58e-02 -8.56e-03 -1.04e-02 -1.06e-02  1.71e-02  2.67e-02
## 981   2.94e-03 -3.33e-03 -9.37e-04 -1.31e-03 -1.74e-03  1.87e-03  4.61e-03
## 982   9.90e-04  8.91e-03 -4.10e-03  4.25e-04 -1.62e-03  2.17e-03  1.31e-02
## 983   3.29e-02  7.49e-03 -3.14e-02 -1.02e-02 -1.36e-02  1.21e-02  5.39e-02
## 984  -3.27e-02  1.30e-02  2.71e-02  3.03e-03  5.46e-03  4.09e-03 -3.79e-02
## 985   1.10e-02  3.27e-03 -4.26e-03 -9.56e-03 -8.43e-03  6.65e-03  3.36e-02
## 986  -5.45e-03  2.11e-03  3.41e-03 -2.97e-03  2.96e-03  3.24e-03 -1.08e-02
## 987   6.51e-03  2.53e-03  3.13e-03 -1.44e-02 -5.76e-03  5.98e-03  3.78e-02
## 988   3.25e-02 -2.84e-02 -1.36e-02  5.21e-03 -2.24e-02 -4.74e-03  4.15e-02
## 989   8.68e-03 -2.01e-02  1.75e-02  2.51e-03 -2.87e-02  1.29e-03  4.74e-02
## 990   4.02e-03 -6.89e-03 -3.47e-03  2.20e-03 -9.74e-04 -3.20e-04 -1.13e-02
## 991   2.92e-02 -1.25e-02 -3.56e-02 -1.76e-02  2.34e-02 -2.90e-03  5.24e-02
## 992  -1.91e-03  4.33e-04  1.44e-03  1.59e-03  4.48e-04 -1.51e-03 -3.12e-03
## 993  -3.61e-03  4.71e-02 -2.89e-02 -6.13e-02  4.50e-02  3.80e-02 -9.33e-02
## 994   4.93e-04 -3.02e-04 -4.45e-04 -1.52e-04  2.66e-04 -2.28e-04  9.80e-04
## 995  -2.36e-03  3.74e-03  3.37e-03 -1.33e-03 -1.17e-03  5.66e-04  9.01e-03
## 996  -8.17e-03  2.93e-02 -4.60e-04  1.37e-03 -2.62e-03  7.32e-03  3.94e-02
## 997  -1.47e-02  1.81e-03  2.92e-02 -1.11e-02  5.62e-03 -3.44e-02 -7.03e-02
## 998   3.62e-03 -2.63e-03 -7.03e-05  2.27e-03 -3.69e-03 -7.52e-03 -1.32e-02
## 999  -5.32e-03  3.23e-03  4.63e-03  3.29e-04  2.37e-03 -3.35e-03 -6.88e-03
## 1000  5.82e-03 -2.39e-02  1.02e-02  3.47e-03 -1.46e-02 -4.48e-03 -3.08e-02
## 1001  2.02e-02 -2.75e-02  1.61e-02  3.43e-02 -1.10e-01  6.01e-02 -1.25e-01
## 1002  1.72e-02 -3.24e-02 -5.59e-03  2.57e-03 -9.32e-03 -1.98e-04 -3.65e-02
## 1003 -1.89e-02  2.07e-03  2.09e-02  1.09e-02  8.92e-03 -3.19e-02 -4.07e-02
## 1004  1.92e-02 -2.60e-02  1.51e-03  2.83e-02 -4.41e-02 -6.38e-03 -5.17e-02
## 1005  1.44e-03 -9.26e-03  2.44e-02  3.38e-02 -3.82e-02 -4.66e-02 -8.56e-02
## 1006  4.10e-03 -1.40e-02  9.74e-03  1.06e-02 -2.94e-02  9.44e-03 -3.47e-02
## 1007 -3.76e-02 -4.78e-02  7.57e-02  5.06e-02 -1.28e-02 -8.49e-02 -1.28e-01
## 1008  2.55e-03  7.80e-03 -2.73e-03  2.87e-03  1.01e-02 -3.61e-02 -4.37e-02
## 1009  1.74e-02 -7.48e-03 -1.83e-02  6.06e-03 -6.25e-03  5.82e-03  2.88e-02
## 1010 -3.31e-03 -1.66e-02  1.82e-02  1.94e-02 -3.21e-02  2.08e-03 -4.65e-02
## 1011 -2.51e-03  3.64e-03  2.06e-03 -3.04e-03  1.40e-03  2.14e-03  6.93e-03
## 1012  1.58e-03 -1.56e-02  6.17e-03  1.27e-02 -7.53e-03 -1.38e-02 -2.69e-02
## 1013  4.35e-03 -1.51e-02  3.43e-03  4.01e-03 -8.25e-03 -1.13e-03 -1.78e-02
## 1014  5.76e-04 -2.02e-03 -1.79e-04  9.92e-04  3.00e-04 -1.88e-03 -3.72e-03
## 1015 -5.63e-03  1.21e-03  6.67e-03  1.42e-02 -1.21e-04 -2.27e-02 -2.54e-02
## 1016 -5.56e-03 -7.70e-03  1.64e-02  2.73e-02 -1.69e-02 -3.13e-02 -4.71e-02
## 1017  3.53e-03 -6.69e-03  2.44e-04  1.64e-03 -2.40e-03 -5.08e-03 -9.91e-03
## 1018 -1.08e-02  1.50e-03  1.26e-02  3.52e-02 -7.01e-03 -4.41e-02 -5.56e-02
## 1019  1.09e-04 -5.99e-03  8.06e-03  1.06e-02 -1.15e-02 -1.37e-02 -2.63e-02
## 1020  6.19e-03 -6.51e-03 -2.64e-03  3.27e-04 -2.66e-03 -7.07e-04  9.72e-03
## 1021  1.09e-03 -3.75e-03  5.80e-04  1.29e-04 -5.18e-04 -1.35e-03 -4.76e-03
## 1022 -1.05e-02  2.64e-02 -1.75e-03  3.41e-04  8.03e-03  3.15e-04  2.79e-02
## 1023  1.38e-03 -6.55e-03  7.18e-03  1.14e-02 -9.14e-03 -2.10e-02 -3.13e-02
## 1024  2.69e-03 -1.22e-02  8.45e-05 -6.55e-03  5.15e-03 -4.68e-04 -1.97e-02
## 1025  4.88e-03 -1.43e-02  2.91e-04  6.31e-03 -5.53e-03 -3.75e-03 -1.88e-02
## 1026  9.69e-03 -2.96e-02  5.07e-03 -5.87e-03 -8.39e-03  1.10e-03 -3.71e-02
## 1027  2.95e-03 -1.81e-02  4.83e-03  9.13e-03 -7.02e-03 -7.57e-03 -2.49e-02
## 1028  1.55e-02 -3.16e-02 -1.58e-03 -5.00e-03 -8.03e-03  1.31e-03 -3.51e-02
## 1029 -2.62e-03  1.61e-03  1.40e-03 -7.00e-03  6.90e-03  2.01e-03  9.25e-03
## 1030  1.39e-02  8.71e-03 -2.60e-02 -2.08e-02  2.53e-02  1.56e-04  3.81e-02
## 1031 -3.08e-04  6.29e-04 -1.65e-04 -1.30e-03  1.80e-03 -9.12e-04 -2.28e-03
## 1032 -9.34e-03  1.78e-02 -5.58e-03 -1.16e-02  2.15e-02  8.89e-03  3.21e-02
## 1033 -4.61e-04  7.77e-04  2.64e-04 -1.61e-03  3.48e-04  2.15e-03  2.92e-03
## 1034  7.23e-04 -1.47e-03 -2.22e-04  8.92e-04 -7.41e-04 -6.20e-04 -2.19e-03
## 1035 -8.99e-04 -3.91e-03  1.24e-02  4.10e-02 -2.62e-02 -4.31e-02 -6.32e-02
## 1036 -9.10e-03 -5.24e-03  2.12e-02  4.17e-02 -3.09e-02 -2.90e-02 -5.61e-02
## 1037  9.70e-03  2.40e-04 -3.88e-03  3.77e-02 -3.10e-02 -2.62e-02 -5.51e-02
## 1038 -7.24e-03  8.81e-03  6.53e-04 -5.88e-03  1.52e-02 -4.27e-03  1.67e-02
## 1039  1.06e-02 -3.02e-02  3.14e-02  8.41e-03 -6.62e-02  1.35e-02 -9.39e-02
## 1040  1.23e-02 -2.87e-03 -1.30e-02  4.18e-02 -1.17e-02 -5.15e-02 -6.83e-02
## 1041  1.40e-03 -1.46e-02  4.87e-03  1.33e-02 -8.33e-03 -1.09e-02 -2.65e-02
## 1042  4.50e-03 -1.75e-03 -2.47e-03 -4.29e-03  3.03e-04 -1.89e-03 -8.94e-03
## 1043  1.05e-03 -6.90e-03  1.82e-03 -7.08e-03  5.21e-03 -2.56e-03 -1.26e-02
## 1044  3.22e-03 -2.99e-03  3.44e-03  1.43e-02 -1.37e-02 -1.53e-02 -2.75e-02
## 1045 -1.33e-03 -1.72e-03  2.49e-03  5.27e-03 -4.43e-03 -1.27e-03 -7.55e-03
## 1046  6.71e-03 -1.53e-02  6.86e-03  4.24e-03 -2.02e-02  2.50e-03 -2.77e-02
## 1047  5.24e-03 -1.76e-02  2.46e-03  3.53e-03 -6.06e-03 -2.75e-03 -2.08e-02
## 1048  2.78e-02 -1.10e-01  4.32e-02  4.66e-02 -9.88e-02  4.95e-03 -1.42e-01
## 1049 -5.77e-03  3.66e-02 -2.82e-02 -1.63e-02  7.74e-02 -5.54e-02  9.46e-02
## 1050 -4.11e-03  1.70e-04  7.84e-03 -5.11e-03 -4.24e-03  7.06e-03 -1.49e-02
## 1051  8.68e-03 -3.16e-02  5.05e-03 -8.77e-03 -5.26e-04 -5.04e-05 -3.58e-02
## 1052 -1.85e-02  8.95e-02 -1.59e-02 -3.08e-02  2.63e-02  1.99e-02  1.14e-01
## 1053 -1.66e-02  1.62e-02  1.01e-02 -1.86e-02  1.56e-02  6.84e-03 -3.15e-02
## 1054  1.10e-03 -1.47e-02  7.74e-03  7.90e-03 -1.49e-02  4.16e-03 -2.19e-02
## 1055 -2.86e-02 -1.25e-02  3.88e-02  1.84e-02  8.86e-04 -3.08e-02 -5.78e-02
## 1056  3.23e-04 -4.23e-03  1.15e-03  9.26e-04 -8.14e-04 -4.53e-04 -5.77e-03
## 1057 -9.43e-03 -2.88e-02  4.16e-02  1.03e-02 -4.27e-02  8.98e-03 -6.66e-02
## 1058 -7.30e-02 -1.26e-02  1.36e-01 -3.56e-03 -3.71e-02 -4.23e-02 -1.79e-01
## 1059  1.09e-02 -7.28e-02  1.40e-01 -7.46e-02  7.50e-02 -3.88e-01 -5.32e-01
## 1060  5.27e-03 -1.16e-02  2.20e-03  9.58e-03 -9.12e-03 -1.04e-02 -1.93e-02
## 1061 -4.81e-03 -1.04e-03  7.99e-03  1.11e-02 -6.92e-03 -9.40e-03 -1.68e-02
## 1062 -1.77e-02  3.45e-02 -2.27e-04 -1.62e-04  2.05e-02 -9.28e-03  3.73e-02
## 1063 -5.51e-03 -3.27e-03  9.59e-03  2.52e-03 -6.01e-03  3.07e-03 -1.20e-02
## 1064  1.63e-03 -5.63e-03  5.59e-03  1.35e-03 -1.12e-02  7.24e-03  1.71e-02
## 1065 -9.99e-03  3.71e-02 -3.14e-03 -1.75e-03  3.52e-03  3.82e-03  4.46e-02
## 1066 -5.28e-04 -9.63e-02  4.53e-02 -5.34e-03 -1.02e-02 -3.64e-03 -1.20e-01
## 1067  1.69e-03  1.91e-03 -1.90e-03 -3.02e-03 -4.71e-05  2.73e-03  6.17e-03
## 1068  5.75e-03 -1.66e-02 -2.67e-07  5.52e-03 -3.02e-03 -8.79e-03 -2.40e-02
## 1069  6.44e-03  3.74e-04 -1.02e-03  2.21e-02 -3.50e-02  6.35e-03 -4.47e-02
## 1070 -1.82e-02 -1.25e-02  2.38e-02  1.35e-02 -1.44e-03 -1.22e-02 -3.94e-02
## 1071 -1.41e-02 -7.20e-03  1.32e-02  8.76e-03  3.17e-03 -4.03e-03 -3.10e-02
## 1072  3.24e-03  8.35e-03 -8.38e-03 -1.75e-03  3.30e-03  4.74e-04  1.29e-02
## 1073 -2.36e-03  3.70e-02 -1.91e-02  6.54e-03  5.62e-03  3.56e-03  4.37e-02
## 1074  1.09e-02 -1.95e-02  3.30e-03 -3.56e-03  2.01e-02 -6.71e-02 -8.22e-02
## 1075  1.78e-03 -7.27e-03  6.49e-04  1.97e-03 -1.76e-03 -1.18e-03 -9.51e-03
## 1076  4.28e-02 -1.90e-04 -4.64e-02 -1.01e-02  4.43e-02 -7.53e-02  1.07e-01
## 1077 -9.69e-03  4.99e-03  9.36e-03  9.15e-03 -1.07e-02  6.39e-03 -1.97e-02
## 1078  2.21e-03  9.03e-03 -8.43e-03 -3.29e-04  6.71e-03 -4.35e-03  1.46e-02
## 1079  5.04e-03 -2.54e-02  5.12e-03 -9.09e-04 -4.72e-03  1.64e-03 -3.03e-02
## 1080  1.16e-03 -1.01e-02  3.49e-03 -1.40e-03 -6.53e-04 -1.02e-03 -1.22e-02
## 1081 -7.02e-03  7.96e-04  9.84e-03  7.42e-03 -7.90e-03 -1.48e-03 -1.49e-02
## 1082 -1.14e-02 -6.90e-03  2.36e-02  1.25e-02 -3.33e-02  2.05e-02 -4.70e-02
## 1083 -2.19e-02  1.18e-02  2.18e-02  1.36e-02 -8.78e-03 -6.54e-03 -3.70e-02
## 1084 -7.35e-05 -9.48e-03  5.95e-03  5.35e-03 -7.17e-03 -3.36e-03 -1.59e-02
## 1085  4.67e-04 -5.35e-03  3.59e-03  2.33e-03 -4.53e-03  2.00e-03  1.15e-02
## 1086 -3.60e-03  2.37e-03  2.28e-03  2.92e-03 -7.97e-04  1.73e-05 -5.12e-03
## 1087  1.25e-02 -2.67e-02  7.75e-03  3.31e-02 -4.74e-02 -3.71e-03 -5.75e-02
## 1088 -4.98e-03 -8.72e-03  1.41e-02  1.56e-02 -1.62e-02 -7.68e-03 -2.66e-02
## 1089 -1.18e-02  9.37e-03  8.83e-03  1.57e-02 -1.34e-02  5.20e-03 -2.55e-02
## 1090  1.08e-02 -3.02e-02  2.68e-02  6.12e-03 -6.12e-02  1.86e-02 -8.53e-02
## 1091 -3.44e-03 -1.77e-02  1.40e-02  3.54e-03 -6.11e-03 -3.28e-03 -2.45e-02
## 1092 -4.34e-03 -1.07e-02  8.69e-03  9.84e-03 -8.12e-03 -4.01e-04 -2.17e-02
## 1093 -1.29e-02 -4.80e-03  1.50e-02  2.70e-02 -2.78e-02  1.25e-02 -4.59e-02
## 1094  1.36e-02 -1.64e-01  7.24e-02  1.29e-02 -3.21e-02 -4.22e-02 -1.96e-01
## 1095  7.98e-03 -6.74e-03 -5.58e-03  1.22e-02 -1.20e-02 -3.20e-03 -1.79e-02
## 1096  6.14e-03 -8.12e-03 -2.86e-03  4.66e-03 -8.14e-03  2.39e-03 -1.13e-02
## 1097  2.01e-02 -2.28e-02 -1.07e-02  1.78e-02 -2.47e-02  3.15e-04 -3.48e-02
## 1098 -1.27e-04 -4.33e-03  2.46e-03  4.01e-03 -4.90e-03  2.57e-04 -7.86e-03
## 1099 -1.32e-03  2.02e-03 -2.44e-04 -2.11e-03  3.61e-03 -1.50e-04  4.01e-03
## 1100 -5.97e-04  1.23e-02 -4.60e-03  3.53e-03 -1.08e-03  1.40e-03  1.70e-02
## 1101 -5.12e-03  9.65e-03  2.07e-03 -2.86e-03  3.78e-03  6.19e-04  1.21e-02
## 1102  7.57e-02 -6.72e-02 -6.04e-02  2.97e-02 -6.19e-02  3.63e-02 -1.09e-01
## 1103 -7.88e-03  1.30e-02  4.43e-03 -5.66e-03  4.11e-03  4.08e-03  1.80e-02
## 1104 -4.13e-03  4.29e-03  3.09e-03 -4.32e-03  3.79e-03  1.50e-03  7.82e-03
## 1105 -3.90e-03  4.87e-03  1.27e-03  4.41e-04  3.26e-03 -1.39e-03  5.60e-03
## 1106 -4.68e-03  7.50e-03  1.54e-03 -5.34e-03  6.67e-03  9.44e-04  1.08e-02
## 1107 -3.52e-03  2.91e-03  2.33e-03  1.07e-03  2.74e-03 -4.65e-03 -6.13e-03
## 1108 -1.33e-02  4.49e-03  1.19e-02  1.15e-02  5.90e-03 -2.44e-02 -3.15e-02
## 1109  8.63e-03 -5.54e-04 -8.73e-03 -7.80e-03  4.54e-03  1.19e-04  1.42e-02
## 1110  1.37e-02  1.88e-02 -3.40e-02 -2.46e-04  1.66e-02 -1.20e-02 -4.77e-02
## 1111 -4.35e-05 -2.49e-04  2.35e-04  6.21e-04 -5.04e-04 -3.13e-04 -8.40e-04
## 1112  1.46e-03 -4.35e-03  6.73e-04 -1.27e-03 -2.21e-03  4.86e-03  7.81e-03
## 1113  1.38e-02 -1.10e-02 -8.50e-03 -1.58e-03 -6.77e-03  4.54e-03  1.64e-02
## 1114  2.49e-02 -7.38e-03 -2.44e-02 -1.46e-02  1.15e-03  1.03e-02  3.01e-02
## 1115  4.63e-04 -4.19e-04 -1.29e-04 -2.46e-04 -6.09e-04  1.13e-03  1.83e-03
## 1116 -7.44e-05  1.96e-04 -1.88e-04  5.71e-04 -1.04e-05 -4.45e-04 -9.24e-04
## 1117  3.22e-03 -2.88e-03 -2.29e-03  4.54e-04 -1.35e-03 -1.37e-03 -5.99e-03
## 1118  3.34e-03 -2.09e-03 -2.62e-03 -1.10e-03 -1.09e-05  4.92e-05  3.94e-03
## 1119  4.29e-03  1.19e-03 -6.00e-03 -1.09e-02  4.94e-03  1.08e-02  1.89e-02
## 1120  4.53e-02 -1.13e-02 -4.95e-02 -2.53e-02  5.02e-03  2.47e-02  6.04e-02
## 1121  3.88e-03 -3.64e-03 -4.79e-03  4.69e-03 -1.48e-03 -3.37e-03 -1.22e-02
## 1122 -1.66e-04  1.41e-04  3.33e-04  2.13e-03 -6.49e-04 -2.75e-03 -3.43e-03
## 1123 -3.12e-03  3.28e-03  6.78e-04  5.42e-03 -2.87e-03  1.25e-03 -8.39e-03
## 1124 -2.78e-03  3.42e-04  1.73e-03  4.37e-03 -2.31e-03  1.01e-03 -7.08e-03
## 1125 -4.33e-03  6.86e-03  1.22e-03 -9.67e-03  1.69e-02 -7.50e-03  2.41e-02
## 1126 -4.50e-03  6.36e-03  8.57e-04  6.41e-03 -5.66e-03  5.21e-03 -1.38e-02
## 1127 -1.30e-03  3.84e-04  8.23e-05  1.58e-03  2.16e-04  8.59e-05 -4.17e-03
## 1128 -4.25e-03  5.02e-03  1.92e-03  8.28e-03 -5.52e-03  4.62e-04 -1.16e-02
## 1129 -3.68e-03  4.78e-03  2.76e-03 -3.56e-03  5.44e-04  7.22e-03  1.32e-02
## 1130 -4.76e-02  3.88e-02  1.77e-02  3.45e-02  5.34e-03  2.14e-03 -7.16e-02
## 1131  9.65e-04 -3.14e-03 -9.92e-04 -1.00e-03  8.73e-04  1.08e-03 -6.32e-03
## 1132 -1.64e-03  1.24e-03  5.82e-04  3.61e-04  1.84e-04  1.33e-03 -2.88e-03
## 1133 -2.03e-03  4.96e-03  9.58e-04  1.80e-02 -1.82e-02  1.50e-03 -2.81e-02
## 1134 -4.57e-04  2.84e-03 -2.33e-03  2.06e-03  6.04e-04 -1.39e-04 -5.21e-03
## 1135 -1.50e-03  7.11e-04  4.67e-04  2.61e-03 -1.07e-03  3.11e-04 -4.37e-03
## 1136  1.89e-03 -5.45e-04 -9.40e-03  1.34e-02 -3.45e-03  2.09e-04 -2.76e-02
## 1137 -8.40e-04  2.19e-03 -6.84e-04  2.93e-03 -1.30e-03 -2.86e-04 -4.54e-03
## 1138  1.19e-02 -3.01e-02  9.12e-03 -2.92e-02  5.68e-03  6.82e-03  4.93e-02
## 1139 -2.77e-02  1.83e-02  8.23e-03  2.21e-03  2.39e-02  1.11e-02  5.40e-02
## 1140 -8.08e-03  8.57e-03  3.51e-03  1.22e-03  5.99e-03 -2.43e-03  1.09e-02
## 1141  1.21e-04 -1.95e-04  8.64e-05 -5.74e-05 -8.86e-05 -6.04e-05  4.88e-04
## 1142 -1.43e-04  5.42e-04 -3.37e-04  6.26e-04 -2.21e-04  1.50e-04 -1.10e-03
## 1143 -1.88e-04  5.75e-05  2.57e-04 -1.12e-04  1.01e-04 -6.27e-05  3.74e-04
## 1144  2.91e-03 -6.84e-03 -3.59e-03  1.96e-03 -2.68e-03  5.81e-03 -1.57e-02
## 1145 -2.03e-02  3.91e-02  1.06e-02 -9.78e-03  9.86e-03  1.71e-03  5.11e-02
## 1146  2.63e-03 -1.28e-03 -1.87e-03 -7.42e-04 -8.08e-05 -8.02e-04  3.32e-03
## 1147  6.06e-02  9.76e-03 -7.08e-02  3.31e-04 -6.03e-03 -7.39e-03  8.20e-02
## 1148  4.15e-02 -5.12e-03 -4.66e-02 -2.94e-02  1.70e-02  6.79e-03  5.71e-02
## 1149 -9.61e-04 -1.69e-03  1.28e-03 -2.00e-03  2.48e-03 -8.75e-04 -4.60e-03
## 1150  4.11e-04 -8.44e-06 -7.48e-04  7.42e-03 -1.10e-02  7.99e-03 -1.49e-02
## 1151  7.33e-03 -4.02e-03 -9.45e-03  9.81e-03 -3.93e-03 -6.80e-03 -2.08e-02
## 1152 -3.19e-03  2.53e-03  1.68e-03  2.26e-03 -2.10e-03  3.08e-03 -6.65e-03
## 1153  7.38e-04 -5.58e-04  3.96e-04 -4.02e-03  1.14e-03  3.05e-03  8.43e-03
## 1154 -1.64e-03 -8.34e-06  1.68e-03 -1.89e-03  4.13e-03 -3.11e-03  5.57e-03
## 1155  7.40e-02  3.52e-02 -9.34e-02 -5.05e-02  1.53e-02  2.12e-02  1.30e-01
## 1156  5.82e-03  1.66e-03 -5.43e-03 -8.08e-03  6.72e-03 -3.82e-03  1.70e-02
## 1157 -2.44e-02  2.16e-02  1.03e-02 -2.77e-02  4.32e-02 -9.34e-04  5.04e-02
## 1158 -4.66e-03  8.26e-03 -1.54e-03  1.38e-02 -9.37e-03  5.14e-03 -2.13e-02
## 1159  4.60e-04  2.92e-04 -3.42e-03  5.31e-03 -9.06e-04 -7.61e-04 -9.93e-03
## 1160 -4.92e-02  4.39e-02  2.45e-02  3.79e-02 -1.08e-02  9.08e-03 -7.41e-02
## 1161 -4.82e-03  5.36e-03 -1.91e-03  2.37e-04  1.17e-03  9.93e-03 -1.75e-02
## 1162 -5.48e-04  1.03e-04  3.52e-04 -1.09e-03  4.77e-04  1.22e-03 -1.84e-03
## 1163  4.92e-02 -2.37e-02 -4.64e-02  1.79e-02 -3.19e-02  7.90e-03 -6.20e-02
## 1164 -4.20e-03  3.25e-03  5.62e-03  1.10e-04 -1.68e-03  1.15e-03  1.05e-02
## 1165 -1.57e-02  1.24e-02  1.12e-02 -3.33e-02  4.45e-02 -1.48e-02  5.48e-02
## 1166  5.31e-04 -3.18e-03 -1.80e-03  4.73e-03 -9.90e-04 -5.41e-04 -1.05e-02
## 1167 -5.74e-03  1.24e-02  3.36e-03 -3.32e-03  2.66e-03 -1.69e-04  1.76e-02
## 1168  2.16e-03 -5.51e-03  4.01e-03 -1.03e-02  3.94e-03 -1.44e-03  1.67e-02
## 1169  1.93e-03 -2.04e-03 -7.92e-04 -1.96e-03  5.85e-04  1.63e-04  3.61e-03
## 1170 -1.15e-03  1.33e-03  1.26e-03 -3.14e-05  4.99e-04 -1.13e-03  2.90e-03
## 1171 -4.72e-03  4.94e-03 -5.22e-04  2.20e-02 -1.37e-02  3.04e-05 -2.89e-02
## 1172  5.83e-03 -3.60e-02  7.27e-03 -6.13e-02  3.59e-02  1.54e-02 -7.41e-02
## 1173 -2.05e-03  7.37e-04  1.16e-03  1.08e-03 -1.00e-04  9.41e-04 -3.54e-03
## 1174  6.31e-02 -4.94e-02 -9.60e-03 -2.00e-02 -5.41e-02  8.79e-03  1.09e-01
## 1175 -1.33e-02  8.78e-03  4.22e-03 -2.89e-03  9.98e-03  6.11e-03 -2.26e-02
## 1176  3.00e-02 -2.72e-02 -6.56e-03 -1.73e-02 -1.39e-02  3.29e-03  4.81e-02
## 1177  5.78e-02 -1.86e-02 -5.23e-02 -1.66e-02 -5.09e-03  2.37e-03  6.20e-02
## 1178  1.97e-03  2.69e-04 -2.19e-03 -1.83e-03  7.91e-04  1.03e-03  4.05e-03
## 1179 -2.45e-03  4.91e-04  2.16e-03  2.06e-04  7.58e-04 -3.63e-04 -3.23e-03
## 1180  1.73e-03  5.54e-03 -1.12e-02  8.38e-03 -8.71e-03  1.72e-02 -2.98e-02
## 1181 -7.33e-03  1.04e-03  4.27e-03  1.60e-03  2.04e-03  3.64e-03 -1.33e-02
## 1182 -2.05e-03 -8.06e-04  5.54e-04  4.12e-05  2.29e-03  3.81e-04 -7.12e-03
## 1183 -8.74e-03  2.69e-03  6.69e-03  2.37e-03  4.43e-03 -4.11e-03 -1.08e-02
## 1184 -7.00e-04  5.70e-04 -8.61e-05  4.87e-04  4.32e-04  1.01e-04 -1.82e-03
## 1185  1.83e-03  7.41e-03  1.31e-03  2.08e-02 -6.16e-03 -3.05e-02  4.03e-02
## 1186 -2.28e-03 -6.95e-04  1.77e-03  1.88e-04  3.12e-04  1.81e-03 -5.23e-03
## 1187 -1.07e-02 -8.74e-04  7.45e-03 -1.58e-03 -9.59e-03  3.07e-02 -3.96e-02
## 1188 -7.71e-04  3.85e-03  1.94e-03 -4.82e-04  6.69e-04 -4.84e-03  1.13e-02
## 1189 -2.78e-02  7.14e-03  2.17e-02  8.16e-03  1.30e-02 -1.11e-02 -3.42e-02
## 1190 -2.66e-02  1.53e-02  1.37e-02  5.57e-03  1.65e-02 -6.39e-03 -3.41e-02
## 1191 -1.86e-02  8.04e-02 -1.13e-02  2.12e-02 -1.67e-03 -9.36e-03  9.57e-02
## 1192 -3.10e-02  1.08e-02  2.45e-02  7.75e-03  5.77e-03  1.43e-03 -3.54e-02
## 1193  5.35e-03 -3.01e-03 -1.67e-04 -9.31e-04 -7.36e-03  3.91e-03  1.47e-02
## 1194  2.91e-02 -1.67e-02 -1.62e-02  7.30e-03 -2.27e-02 -7.86e-04  3.74e-02
## 1195  3.49e-03  1.01e-02 -1.08e-02 -1.41e-02  8.76e-03  1.55e-03 -3.86e-02
## 1196  2.57e-02 -2.56e-02 -1.75e-02 -2.15e-02  9.07e-03  8.30e-03  4.52e-02
## 1197 -1.51e-02  1.01e-02  1.41e-02 -1.75e-03  7.43e-03 -1.01e-02 -2.19e-02
## 1198 -1.77e-02 -2.83e-04  2.08e-02  1.43e-02 -3.19e-03 -6.83e-03  2.87e-02
## 1199 -1.29e-04 -4.00e-05  1.26e-04 -4.36e-04  5.86e-04 -5.90e-04 -1.25e-03
## 1200 -9.12e-03  1.56e-03  1.13e-02  2.65e-03 -3.08e-03  5.25e-03  1.91e-02
## 1201  2.59e-02 -2.10e-02 -1.62e-02 -1.45e-02 -4.79e-03  2.15e-03 -3.49e-02
## 1202  1.27e-03 -6.26e-04 -7.40e-04 -1.08e-03 -1.10e-05 -1.86e-04 -1.98e-03
## 1203  6.29e-02 -2.63e-02 -3.44e-02 -1.33e-02  7.78e-04 -8.17e-02 -1.29e-01
## 1204 -2.86e-02  2.41e-04  7.22e-03  1.24e-01 -2.10e-02 -5.41e-02  1.57e-01
## 1205  3.27e-04  2.16e-03 -1.75e-03  1.77e-03 -6.63e-04 -8.72e-04 -4.53e-03
## 1206 -5.27e-04 -2.11e-03  2.92e-03 -1.43e-03 -1.76e-03  3.01e-03  6.83e-03
## 1207  2.00e-03 -6.05e-04 -1.08e-03  3.20e-04 -4.19e-03  3.24e-03 -5.94e-03
## 1208  3.17e-02 -9.71e-03 -1.65e-02 -5.08e-02  1.07e-02 -4.92e-03 -7.81e-02
## 1209 -1.02e-02  5.34e-03  3.38e-03  1.58e-02 -1.01e-03  2.29e-03  2.86e-02
## 1210  6.65e-03 -5.27e-03 -1.08e-03 -6.53e-03 -1.29e-02  1.59e-02 -2.45e-02
## 1211  1.02e-03  2.72e-03  5.13e-03 -2.91e-02  1.74e-03  1.28e-02 -4.69e-02
## 1212 -1.75e-04  4.47e-04  2.90e-05  9.82e-04 -6.70e-04 -4.18e-05  1.14e-03
## 1213 -3.37e-03  8.48e-03 -3.44e-04 -5.68e-04  2.01e-03  2.17e-03  1.00e-02
## 1214  2.02e-03 -5.03e-03  3.53e-03 -7.71e-03 -3.29e-03  6.65e-05 -2.56e-02
## 1215 -1.45e-03 -1.22e-03  2.53e-03  1.08e-03 -1.25e-03  7.20e-04  3.86e-03
## 1216 -1.59e-02 -6.15e-03  1.60e-02  3.95e-02 -1.22e-02 -8.74e-03  6.05e-02
## 1217 -6.72e-02  2.93e-02  6.54e-02  1.87e-02  2.27e-02 -3.06e-02  9.15e-02
## 1218 -3.34e-02  2.37e-02  1.48e-02  3.23e-02  3.53e-03 -7.74e-04  5.47e-02
## 1219 -4.88e-03 -6.20e-03  9.50e-03  1.10e-02 -8.49e-04 -1.22e-02  2.50e-02
## 1220 -1.10e-04  2.33e-04 -5.66e-05  3.61e-04 -3.18e-04  4.75e-04  8.69e-04
## 1221 -1.53e-01  3.12e-01  4.68e-02  7.90e-02  3.14e-02 -5.42e-02  3.61e-01
## 1222 -1.95e-03  4.42e-04  1.06e-03  5.64e-03 -1.03e-03 -2.13e-03  7.39e-03
## 1223 -2.26e-03  7.49e-05 -3.49e-03 -1.46e-03  2.24e-02 -1.55e-02  3.83e-02
## 1224  1.38e-02  8.36e-03 -2.05e-02  3.15e-03  7.56e-04 -1.39e-02 -3.88e-02
## 1225  2.47e-03 -1.40e-03 -1.28e-03 -1.11e-03 -2.89e-03  2.75e-03 -5.16e-03
## 1226 -1.76e-03  1.52e-03  1.50e-03 -2.06e-04  3.78e-04 -7.96e-04 -3.71e-03
## 1227  3.90e-05  1.42e-03 -6.96e-04 -3.56e-03  3.42e-03 -2.49e-03 -7.81e-03
## 1228  1.20e-04 -8.33e-05 -1.09e-03  6.89e-04 -8.54e-04  3.57e-03  5.09e-03
## 1229  8.10e-03 -3.39e-02  6.93e-03 -7.96e-02  6.91e-02 -2.97e-02 -1.05e-01
## 1230 -2.38e-02  1.24e-02  1.31e-02  1.57e-02  1.54e-02 -1.18e-02  4.45e-02
## 1231 -1.82e-03 -5.36e-03  5.60e-03 -1.96e-03 -4.56e-03  1.05e-02  1.59e-02
## 1232  4.45e-04  5.54e-03 -3.19e-03  6.87e-05  3.04e-03 -5.89e-03 -1.11e-02
## 1233 -9.56e-03  3.75e-03  7.21e-03  1.20e-02  7.07e-04 -7.71e-03  1.76e-02
## 1234 -2.77e-04  4.88e-03 -3.25e-03 -7.66e-06 -1.87e-03  5.57e-03 -1.17e-02
## 1235  3.26e-03 -5.31e-03 -4.14e-03 -3.31e-03  7.34e-03 -4.43e-04  1.75e-02
## 1236 -3.58e-02  4.66e-02 -3.19e-02  1.62e-04  4.39e-03  1.60e-01  2.17e-01
## 1237  4.70e-03 -5.76e-03 -8.21e-03  2.87e-04  3.22e-03  1.50e-03 -1.94e-02
## 1238  7.53e-03  3.12e-03 -9.94e-03 -7.22e-03  5.94e-03 -4.59e-03 -1.73e-02
## 1239  1.63e-02 -1.26e-02 -7.89e-03 -9.48e-03  2.65e-03 -1.38e-02 -2.80e-02
## 1240  7.37e-03 -3.23e-04 -3.37e-03 -8.12e-03 -5.91e-03  2.92e-03 -2.58e-02
## 1241  2.41e-02 -1.04e-02 -2.77e-02  7.48e-03  2.27e-02 -4.26e-02  6.37e-02
## 1242 -9.80e-03 -2.60e-03  1.29e-02 -1.85e-03  3.47e-03  1.54e-03  2.02e-02
## 1243 -1.76e-02  1.27e-02  2.23e-04  1.92e-02 -9.51e-03  4.01e-02  6.67e-02
## 1244  1.36e-03 -1.22e-02 -3.72e-03  4.86e-02 -4.81e-02  4.12e-02  8.38e-02
## 1245 -3.00e-03 -7.11e-03  9.07e-03 -1.53e-03 -5.85e-03  1.34e-02  2.96e-02
## 1246 -1.04e-02  1.01e-02  7.70e-03  6.73e-03  2.74e-03 -1.35e-02 -2.05e-02
## 1247 -4.28e-03  7.13e-03  1.34e-03  5.53e-03 -6.51e-04 -5.21e-03 -1.18e-02
## 1248 -5.11e-02  2.84e-02  3.33e-02  1.90e-02  2.05e-02 -3.35e-03  6.63e-02
## 1249 -1.49e-02  3.63e-02 -1.67e-03  5.08e-02 -1.63e-02 -3.78e-02 -7.76e-02
## 1250  1.04e-02 -9.15e-03 -1.02e-02  1.20e-02 -8.48e-03  2.99e-03  2.55e-02
## 1251 -3.66e-03  3.03e-03  2.48e-03  4.87e-03  2.42e-04 -3.21e-03  8.27e-03
## 1252 -4.34e-02  3.34e-02  1.34e-02  2.62e-02 -1.19e-02  6.74e-02  1.08e-01
## 1253 -5.20e-03  4.57e-03 -4.41e-03  4.75e-04  2.26e-02 -1.32e-02  3.49e-02
## 1254 -7.85e-03  1.44e-03  8.36e-03  1.86e-03 -5.29e-05  1.61e-03  1.07e-02
## 1255 -2.15e-02  2.16e-02 -4.74e-04  3.59e-02  2.04e-02 -3.23e-02  6.54e-02
## 1256  1.17e-02 -7.79e-03 -5.92e-03 -1.42e-02  3.95e-03 -6.27e-03 -2.72e-02
## 1257 -1.99e-02 -1.02e-02  2.96e-02  1.16e-02  7.26e-03 -2.74e-02  4.48e-02
## 1258  1.54e-02 -7.92e-03 -5.64e-03 -9.17e-03  1.43e-03 -2.08e-02 -3.82e-02
## 1259 -5.23e-03 -1.01e-03  3.07e-03 -3.97e-02  3.37e-02  2.53e-03 -4.39e-02
## 1260  1.99e-02 -6.10e-03 -1.64e-02 -1.96e-03 -7.10e-03  1.78e-03  2.20e-02
## 1261  9.14e-02 -6.37e-03 -8.24e-02  3.84e-03 -2.10e-02 -2.81e-02  1.25e-01
## 1262 -3.15e-05  9.70e-05 -3.63e-05 -2.09e-06  6.36e-05 -3.12e-05 -1.28e-04
## 1263 -8.77e-03  7.44e-03  6.12e-03 -1.58e-03  8.84e-03 -1.12e-02 -1.78e-02
## 1264  3.47e-03  3.37e-04 -4.77e-03  9.10e-04  2.16e-03 -3.36e-03  7.70e-03
## 1265  1.65e-02 -2.91e-02  3.43e-03  1.57e-02 -2.42e-02 -7.11e-03  4.11e-02
## 1266 -2.67e-03 -2.89e-03  4.17e-03 -3.39e-03  3.49e-03  8.28e-04  9.25e-03
## 1267  4.09e-04  2.28e-03 -1.85e-03 -1.70e-03 -2.28e-03  6.88e-03 -8.46e-03
## 1268 -1.00e-02  2.10e-02  4.65e-03  2.74e-02 -1.59e-02 -7.20e-03  3.68e-02
## 1269 -5.29e-04 -8.87e-04  2.38e-03  3.00e-03 -2.95e-03 -7.68e-04  6.88e-03
## 1270 -1.14e-03 -1.04e-02  4.75e-03  4.37e-03  2.62e-03 -1.90e-03  3.26e-02
## 1271 -5.95e-03 -1.62e-03  1.17e-02  6.39e-03 -3.67e-03 -8.68e-03  1.79e-02
## 1272  3.91e-04 -1.02e-03  1.31e-03  1.71e-03 -2.60e-03 -7.42e-04  3.93e-03
## 1273 -1.09e-02 -1.17e-03  1.37e-02  1.70e-03  9.83e-04 -7.38e-03 -2.09e-02
## 1274  2.12e-03  3.90e-03 -2.38e-03  8.46e-03 -7.35e-03 -1.24e-03  1.32e-02
## 1275  6.31e-03 -1.07e-02  1.50e-03  9.83e-04 -1.06e-02  6.76e-03  1.67e-02
## 1276 -2.98e-02 -1.88e-02  3.63e-02  1.63e-02  1.85e-02 -2.15e-02  8.37e-02
## 1277  1.34e-02 -3.49e-03 -6.42e-03 -9.04e-03 -8.53e-03  1.01e-02  2.74e-02
## 1278 -6.34e-03  3.61e-03  6.38e-03 -1.50e-03  2.64e-03 -4.01e-03 -1.14e-02
## 1279 -8.22e-03  1.11e-02  4.29e-05  5.72e-03 -2.56e-03  9.51e-03 -2.00e-02
## 1280 -4.33e-03 -6.50e-03  6.29e-03  8.06e-03 -5.09e-03 -1.51e-03 -1.77e-02
## 1281 -1.95e-04 -3.75e-02  3.62e-02  1.77e-02 -2.26e-02 -3.13e-02  7.09e-02
## 1282 -4.05e-03  5.87e-03  7.22e-03 -1.11e-03 -6.11e-03  4.47e-03  1.92e-02
## 1283  1.23e-02 -1.62e-02  4.08e-03  5.24e-04 -1.72e-02  1.06e-03  3.05e-02
## 1284 -2.54e-03  6.38e-03  1.86e-03  3.71e-03 -1.85e-03 -2.90e-03  1.09e-02
## 1285 -4.62e-06  1.02e-04 -1.74e-04 -9.23e-05  1.89e-04  7.28e-05 -3.99e-04
## 1286 -7.70e-04 -2.19e-03  1.69e-03 -1.80e-03  1.14e-04  3.70e-03  6.36e-03
## 1287  1.68e-02 -6.26e-03 -2.10e-02 -1.30e-02  2.01e-02 -7.27e-03  3.69e-02
## 1288 -3.66e-03  3.65e-03  3.79e-03  9.06e-04  4.33e-03 -1.35e-02 -1.78e-02
## 1289  2.19e-02 -2.09e-02 -4.70e-03  2.08e-02 -2.61e-02 -1.31e-02  4.55e-02
## 1290 -8.04e-02  3.67e-02  7.18e-02 -1.90e-02  3.21e-02  1.63e-03 -9.07e-02
## 1291  4.18e-03 -4.40e-03 -5.26e-03 -7.83e-04  6.39e-03 -2.85e-03  1.79e-02
## 1292 -5.61e-03  2.56e-03  6.15e-03 -3.11e-04 -4.24e-04  4.39e-04 -7.66e-03
## 1293 -2.05e-03 -4.03e-03 -7.75e-03  5.53e-02  5.12e-03 -4.92e-02  8.69e-02
## 1294 -7.29e-04  1.77e-03 -9.32e-04  1.88e-03  2.69e-04 -8.17e-04 -3.62e-03
## 1295 -2.83e-03 -5.21e-03 -7.06e-03 -4.88e-03 -4.35e-04  3.32e-02 -4.94e-02
## 1296  6.51e-03 -2.10e-02 -7.52e-03 -1.46e-02  1.08e-04  3.22e-02 -5.09e-02
## 1297  5.31e-03 -3.26e-03  2.48e-04 -2.82e-02  1.35e-02  7.83e-03  3.58e-02
## 1298 -1.11e-02  1.10e-02 -2.71e-03  5.57e-03  6.02e-03  9.21e-03 -2.93e-02
## 1299  7.28e-05 -7.31e-04 -3.32e-04 -7.63e-04  4.76e-04  1.24e-03 -2.34e-03
## 1300 -9.20e-03  1.53e-02 -6.42e-03 -2.32e-02  1.52e-02  3.10e-02 -4.66e-02
## 1301 -4.23e-03  7.50e-03 -3.03e-03  2.46e-03 -6.85e-03  2.00e-02 -2.62e-02
## 1302  1.01e-02 -1.21e-02  4.22e-03  5.78e-03 -9.87e-03 -1.68e-02  3.31e-02
## 1303  1.13e-04 -1.68e-03 -9.38e-04 -1.06e-03  4.52e-04  3.07e-03 -6.50e-03
## 1304 -2.32e-02  3.50e-02 -7.10e-03  4.91e-02 -3.84e-02  4.52e-02 -9.94e-02
## 1305 -1.09e-02 -1.15e-03 -7.13e-03 -7.07e-03  1.94e-02  2.12e-02 -5.88e-02
## 1306  4.36e-03 -5.17e-03  7.29e-04 -1.78e-03 -2.95e-03 -1.56e-03  9.60e-03
## 1307  8.92e-05 -9.83e-05  5.90e-07 -5.93e-05 -8.83e-05  7.57e-05  1.82e-04
## 1308 -4.92e-03  7.69e-03 -2.68e-03 -2.58e-03  6.47e-04  1.52e-02 -2.09e-02
## 1309 -1.45e-02  3.77e-02  2.47e-03  8.53e-04  2.91e-03  1.43e-03  4.49e-02
## 1310  3.35e-02 -4.66e-02  8.88e-03  2.37e-02 -3.96e-02 -4.00e-02  8.39e-02
## 1311 -1.77e-02  1.35e-02 -4.02e-03  1.12e-02  1.62e-02 -2.01e-03 -5.28e-02
## 1312  2.67e-04 -9.11e-03 -5.24e-03 -1.07e-02  7.37e-03  1.69e-02 -3.59e-02
## 1313 -8.12e-03  6.20e-03 -4.32e-03 -7.44e-03  1.14e-02  1.68e-02 -3.26e-02
## 1314 -1.99e-04  1.15e-04 -3.74e-05 -5.37e-05  4.07e-04 -1.36e-04 -6.12e-04
## 1315 -2.44e-03  1.44e-03 -5.79e-04 -1.15e-03  5.41e-03 -1.78e-03 -8.32e-03
## 1316  3.46e-02 -4.56e-02  1.04e-03  8.39e-03 -5.65e-02  3.01e-02  7.38e-02
## 1317 -4.51e-02  5.54e-02 -5.83e-03  2.76e-03  4.59e-02  8.89e-03 -8.84e-02
## 1318 -1.68e-03  4.35e-03  1.46e-03  7.68e-03 -5.24e-03 -1.47e-03  1.23e-02
## 1319  2.63e-04  6.85e-04  3.90e-04 -7.42e-05 -4.22e-04 -1.11e-03  3.30e-03
## 1320 -6.88e-03  4.19e-03 -3.71e-03  7.38e-03 -3.87e-04  1.05e-02 -3.35e-02
## 1321 -1.83e-02  2.35e-02 -4.38e-03 -3.46e-03  1.65e-02  1.71e-02 -4.33e-02
## 1322  3.49e-03 -1.48e-03  2.52e-03  6.10e-03 -7.41e-03 -8.96e-03  1.84e-02
## 1323 -9.87e-03  6.46e-03 -1.38e-03 -6.14e-05  1.76e-02 -6.75e-03 -2.72e-02
## 1324 -1.74e-03 -2.25e-03 -2.91e-03 -5.90e-03  5.50e-03  1.08e-02 -2.03e-02
## 1325  6.17e-03 -1.03e-02  1.43e-03  3.43e-03 -9.89e-03  6.01e-03  2.53e-02
## 1326  1.67e-02 -2.33e-02  3.25e-03  8.43e-03 -2.01e-02 -1.15e-02  3.64e-02
## 1327 -9.89e-03  1.34e-02 -7.75e-04  8.00e-03  3.75e-03 -4.85e-04 -2.03e-02
## 1328 -4.28e-03  6.56e-04 -4.09e-03 -3.42e-03  3.37e-03  1.85e-02 -2.95e-02
## 1329  1.94e-04 -6.34e-04  7.26e-04  1.97e-03 -1.33e-04 -3.64e-03  4.84e-03
## 1330 -9.04e-03  3.61e-03 -7.85e-03  1.08e-02 -9.64e-03  3.81e-02 -6.37e-02
## 1331  9.95e-03 -1.73e-02 -1.82e-02 -1.17e-02 -4.43e-02  1.13e-01 -1.29e-01
## 1332  3.07e-03 -3.35e-03  4.71e-05 -1.27e-03 -4.16e-03  3.85e-03  7.37e-03
## 1333 -1.14e-03  7.18e-04 -8.09e-04 -1.42e-03  1.81e-03  2.77e-03 -5.77e-03
## 1334 -1.04e-02  8.45e-03 -1.86e-03  8.34e-04  1.49e-02 -2.56e-03 -2.68e-02
## 1335  2.56e-03 -3.69e-03  2.41e-03  4.40e-03 -9.02e-04 -1.35e-02  1.70e-02
## 1336  2.29e-04  7.18e-05  2.84e-04 -5.78e-04  4.84e-04 -1.12e-03  2.39e-03
## 1337  2.79e-04 -2.45e-03 -6.78e-04 -8.85e-04  1.16e-03  1.48e-03 -5.80e-03
## 1338 -1.17e-03  6.55e-03  1.27e-03 -8.90e-03  6.66e-03 -1.67e-03  1.81e-02
## 1339 -7.13e-04  7.01e-03  4.27e-03  8.32e-03 -2.80e-03 -1.83e-02  2.84e-02
## 1340 -8.73e-04  8.57e-04 -5.29e-04 -1.96e-03  2.30e-03  1.17e-03 -4.12e-03
## 1341 -6.14e-03  6.93e-03 -3.68e-03 -2.17e-04  7.42e-04  1.66e-02 -2.80e-02
## 1342 -2.62e-04  2.39e-04 -1.47e-04 -3.57e-04  5.08e-04  3.41e-04 -1.13e-03
## 1343  1.43e-03 -5.75e-03 -1.61e-03 -1.58e-02  1.41e-02  7.30e-04 -1.97e-02
## 1344 -1.67e-03  1.41e-03 -1.24e-03  1.85e-03 -1.57e-03  5.54e-03 -1.02e-02
## 1345 -3.83e-02  4.39e-02 -6.36e-03  4.44e-03  4.12e-02  8.60e-04 -8.59e-02
## 1346 -9.75e-03  1.05e-02 -1.68e-03  6.77e-03  7.50e-03 -4.16e-03 -2.75e-02
## 1347  1.05e-03 -4.34e-04  7.41e-04  6.28e-04 -1.47e-03 -1.89e-03  5.65e-03
## 1348 -4.71e-03  4.17e-03 -2.81e-04 -6.76e-04  8.58e-03 -3.84e-03 -1.10e-02
## 1349 -1.88e-03  5.07e-03  7.48e-04  1.83e-03 -1.05e-03  1.06e-04  7.89e-03
## 1350 -1.87e-02  2.86e-02  1.45e-04  4.88e-03  1.98e-02 -1.65e-02 -3.86e-02
## 1351 -6.92e-04  2.62e-03  5.73e-04  2.08e-03 -2.08e-03  1.65e-04  5.65e-03
## 1352  1.78e-03 -6.01e-03 -6.67e-03  4.51e-03 -2.05e-02  4.20e-02 -5.18e-02
## 1353 -5.20e-03  1.27e-02 -4.58e-03 -1.92e-03 -8.40e-03  2.89e-02 -3.83e-02
## 1354 -5.25e-03  6.72e-03 -3.79e-03 -4.36e-03  1.90e-03  1.88e-02 -2.71e-02
## 1355  2.50e-02 -3.90e-02 -1.20e-02  4.04e-03 -5.92e-02  7.83e-02 -9.90e-02
## 1356 -1.20e-02  4.82e-03 -9.66e-03 -2.14e-02  2.33e-02  3.78e-02 -6.86e-02
## 1357 -1.78e-02  2.10e-02 -3.97e-03  2.43e-03  1.32e-02  1.44e-02 -4.20e-02
## 1358 -1.69e-03  1.48e-03 -2.99e-04  1.48e-04  2.61e-03 -1.25e-03 -4.94e-03
## 1359 -6.16e-04 -2.40e-03 -1.89e-03 -4.03e-03  3.40e-03  6.82e-03 -1.32e-02
## 1360  1.03e-02 -3.96e-03  6.03e-03  2.27e-02 -2.93e-02 -1.95e-02  4.95e-02
## 1361 -1.18e-02  8.72e-03 -1.06e-03  2.64e-04  2.13e-02 -1.09e-02 -3.08e-02
## 1362  7.66e-04  6.21e-03  2.12e-03  6.06e-03 -1.05e-02  6.84e-05  2.15e-02
## 1363  5.01e-04 -5.76e-04  1.80e-04 -1.19e-04 -1.75e-04 -7.99e-04  1.58e-03
## 1364  3.14e-03 -3.88e-03  9.54e-04  7.24e-04 -2.64e-03 -3.91e-03  8.45e-03
## 1365 -2.51e-03  6.67e-03 -1.61e-03  4.02e-03 -6.65e-03  8.40e-03 -1.84e-02
## 1366  7.21e-03 -1.82e-02  2.90e-02  1.13e-01 -4.40e-02 -1.33e-01  1.91e-01
## 1367 -5.38e-03  4.10e-04  1.68e-03  2.24e-02 -1.15e-02  1.00e-02  4.32e-02
## 1368 -1.20e-03 -2.78e-04  1.34e-03  4.22e-03 -8.91e-04 -2.96e-03  5.62e-03
## 1369  8.94e-03 -1.03e-02 -4.13e-03  5.87e-04 -5.71e-03  3.74e-03  1.46e-02
## 1370  1.92e-03 -1.42e-02  1.29e-02 -3.37e-03 -1.29e-02  6.05e-03  2.62e-02
## 1371  8.17e-05 -6.07e-04  2.15e-04 -6.14e-04  9.72e-04 -8.63e-04  1.76e-03
## 1372  4.24e-03  3.66e-03 -7.41e-03 -8.37e-04 -2.28e-03  4.83e-03 -1.26e-02
## 1373 -3.14e-02  3.52e-03  2.97e-02 -1.37e-02  1.85e-02  1.39e-02  4.77e-02
## 1374 -2.26e-03  8.55e-04  1.03e-03  5.47e-04  2.94e-03 -1.89e-03  4.61e-03
## 1375 -1.97e-03  4.11e-03  6.16e-03 -3.96e-03 -4.76e-03  3.93e-03  1.92e-02
## 1376  1.91e-03  9.95e-03 -1.15e-02 -8.52e-03  1.73e-02 -1.07e-02 -2.81e-02
## 1377  8.87e-03  9.99e-04 -1.10e-02 -6.04e-03  3.02e-03 -8.83e-04 -1.59e-02
## 1378  7.39e-03  1.27e-04 -9.54e-03  1.51e-03 -6.82e-03  7.18e-03 -1.71e-02
## 1379 -1.72e-02 -3.26e-03  2.40e-02  3.04e-04  1.65e-03 -3.89e-03  2.56e-02
## 1380 -8.99e-03  3.13e-03  5.08e-03  3.97e-04  1.05e-02 -5.25e-03  1.55e-02
## 1381 -2.26e-03  9.05e-03 -3.07e-03  1.54e-03  4.80e-03 -6.13e-03 -1.26e-02
## 1382 -6.51e-04  3.77e-02 -3.51e-02  6.71e-03  2.95e-02 -1.48e-02 -6.27e-02
## 1383  5.75e-05 -2.70e-03  8.22e-04 -1.16e-03  4.03e-03 -4.56e-03  7.64e-03
## 1384 -1.25e-02 -1.10e-02  2.11e-02 -9.86e-03  1.13e-02 -4.27e-03  3.34e-02
## 1385 -5.65e-03  2.99e-03  7.11e-03  9.95e-03 -9.45e-03  2.38e-03  1.56e-02
## 1386 -1.62e-02  9.72e-03  2.04e-02  1.40e-03 -3.58e-03  4.38e-04  2.94e-02
## 1387 -6.02e-03 -1.74e-03  7.63e-03 -5.43e-03  9.14e-03 -5.70e-03  1.42e-02
## 1388 -2.10e-03 -7.18e-03  5.57e-03 -5.83e-03  3.23e-04  9.60e-03  1.70e-02
## 1389 -1.91e-02 -4.89e-03  2.35e-02  5.04e-03  1.90e-03  3.94e-04  3.26e-02
## 1390 -3.48e-02 -1.44e-02  3.84e-02  6.18e-02  5.52e-04 -5.09e-02  1.03e-01
## 1391 -1.80e-03  6.01e-03 -2.17e-03 -5.88e-03  1.40e-02 -1.45e-02 -2.14e-02
## 1392 -1.78e-02  4.71e-03  2.03e-02 -6.18e-03  9.98e-03 -3.36e-03  2.74e-02
## 1393 -6.52e-02  2.19e-02  4.36e-02  1.87e-02  3.92e-02 -1.27e-02  9.02e-02
## 1394  1.00e-02 -2.67e-03 -1.60e-02 -6.31e-03  1.42e-02  4.14e-04  3.21e-02
## 1395  9.58e-04 -7.16e-03  3.47e-03  2.79e-03 -5.50e-03  3.49e-03  1.31e-02
## 1396  9.45e-03 -1.75e-02  6.36e-03  2.09e-02 -3.29e-02 -6.25e-03 -4.24e-02
## 1397 -8.76e-03  2.14e-03  6.39e-03  6.03e-03 -3.88e-03  5.72e-03 -1.61e-02
## 1398 -6.35e-03 -2.59e-02  3.36e-02  2.55e-02 -5.48e-02  1.43e-02 -7.00e-02
## 1399 -3.32e-03  2.63e-02 -8.59e-03  1.27e-03  5.27e-03 -1.79e-03  3.08e-02
## 1400  7.88e-03 -3.96e-02  2.63e-02 -1.51e-02 -3.10e-02  1.88e-02 -6.20e-02
## 1401  1.08e-02 -4.80e-02  1.37e-02 -7.24e-04 -1.40e-02 -5.71e-04 -5.23e-02
## 1402 -1.71e-02 -1.24e-02  3.14e-02  2.63e-02 -3.67e-02  1.01e-02 -5.31e-02
## 1403 -1.27e-02 -2.49e-02  2.70e-02 -3.88e-03  8.55e-04 -2.63e-03 -4.08e-02
## 1404  6.96e-04 -1.45e-02  6.98e-03  2.84e-02 -2.29e-02 -9.84e-03 -3.70e-02
## 1405 -4.56e-02  1.02e-02  4.57e-02  4.88e-02 -4.36e-02  1.96e-02 -8.50e-02
## 1406  7.42e-03 -8.48e-03 -4.34e-03  7.31e-03 -7.95e-03  1.86e-03  1.62e-02
## 1407 -1.43e-03 -9.26e-04  1.92e-03  1.80e-03 -1.06e-03 -5.62e-04 -3.39e-03
## 1408 -1.69e-03  9.32e-03 -2.93e-03 -7.16e-03  2.76e-02 -3.16e-02  4.09e-02
## 1409  2.48e-02 -3.94e-02 -1.11e-02  2.25e-02 -1.79e-02 -1.96e-02 -5.59e-02
## 1410  1.66e-02 -2.15e-02 -8.32e-03  1.73e-02 -1.70e-02 -1.02e-02 -3.45e-02
## 1411  7.72e-03 -1.18e-02 -7.54e-03  2.33e-02 -1.29e-02 -9.04e-03 -3.40e-02
## 1412  6.01e-03 -9.22e-03 -5.80e-03  6.46e-03 -2.70e-03 -2.62e-03 -1.78e-02
## 1413  1.26e-02 -1.22e-02 -8.44e-03  1.29e-02 -1.25e-02 -6.71e-03 -2.38e-02
## 1414  8.56e-03 -8.28e-03 -8.37e-03  1.43e-02 -8.20e-03 -7.97e-03 -2.42e-02
## 1415  2.13e-03 -6.63e-03 -2.91e-03  7.31e-03  2.45e-04 -6.52e-03 -1.75e-02
## 1416  4.32e-04  8.03e-05 -5.73e-04 -2.55e-03  1.59e-03  1.11e-03  2.88e-03
## 1417 -1.74e-04 -1.10e-02  7.02e-03 -3.88e-03  1.75e-03 -1.76e-03  1.71e-02
## 1418  9.05e-04  3.44e-04 -1.05e-03 -8.97e-04  3.67e-04 -4.63e-04 -2.61e-03
## 1419  2.68e-03 -6.14e-04 -3.18e-03  2.10e-03 -1.84e-03 -3.58e-04 -4.67e-03
## 1420 -5.94e-03  7.82e-03  3.92e-03 -3.24e-03  3.92e-03  1.06e-03  1.15e-02
## 1421  1.44e-02 -6.66e-03 -1.27e-02  2.38e-02 -2.72e-02  2.34e-03 -3.63e-02
## 1422 -1.67e-02  2.28e-02  5.76e-03  9.75e-04  9.94e-03  9.42e-04  2.54e-02
## 1423 -7.63e-03  2.05e-02  2.26e-03  3.66e-02 -2.69e-02  3.72e-04  4.66e-02
## 1424  3.27e-03 -1.10e-02  4.02e-03  4.02e-03 -8.49e-03  1.99e-03  1.58e-02
## 1425 -2.47e-03  8.47e-04  2.93e-03 -1.27e-03  9.58e-04  7.73e-04  4.73e-03
## 1426  1.43e-02 -1.82e-02 -6.53e-03  1.01e-02 -2.41e-02  2.27e-02  3.84e-02
## 1427 -1.38e-03  2.66e-03  6.50e-04 -3.36e-03  7.75e-05  6.42e-03  8.80e-03
## 1428  2.86e-03 -9.56e-03  2.00e-03  5.04e-03 -4.31e-03 -6.87e-03 -1.47e-02
## 1429  7.17e-02 -1.80e-02 -3.25e-02 -3.84e-02  2.95e-02 -1.52e-01 -2.29e-01
## 1430 -4.19e-03  1.70e-03  5.54e-03  6.08e-04 -2.31e-03 -2.52e-04 -8.65e-03
## 1431 -1.55e-02  3.94e-03  1.62e-02  3.46e-02 -1.19e-02 -2.89e-02 -4.52e-02
## 1432  4.16e-04  2.31e-06  6.54e-04  3.46e-03 -1.37e-03 -7.16e-03 -9.84e-03
## 1433  6.21e-04  4.47e-04  1.55e-03 -8.37e-03 -3.47e-03  1.44e-02  1.80e-02
## 1434 -1.55e-02 -2.63e-02  3.55e-02  1.25e-02 -1.85e-02 -5.41e-03 -5.04e-02
## 1435  5.16e-04 -2.45e-03 -1.13e-03 -4.61e-03 -9.97e-05  1.26e-02  1.58e-02
## 1436 -5.32e-03 -2.49e-03  2.47e-02 -2.93e-02 -2.36e-02  3.35e-02 -7.60e-02
## 1437  1.79e-04  4.06e-04  7.19e-05 -1.40e-03 -1.06e-03  2.38e-03 -3.57e-03
## 1438 -6.39e-03  5.94e-03  4.62e-03  1.46e-03  4.92e-05  2.49e-03  9.53e-03
## 1439 -2.87e-04  6.76e-03 -2.02e-03 -4.73e-03  5.11e-05  1.05e-02  1.87e-02
## 1440  1.50e-02 -3.08e-03 -1.25e-02 -1.30e-02  4.06e-03 -6.17e-03 -2.80e-02
## 1441  7.44e-04  1.60e-04 -5.60e-04 -3.40e-03  9.54e-04  2.82e-03  4.71e-03
## 1442  1.89e-02 -1.07e-02 -1.78e-02  5.05e-02 -3.64e-02 -2.47e-03  6.59e-02
## 1443  5.65e-04  1.23e-04 -1.18e-03  1.24e-03 -3.74e-04  3.96e-04  2.68e-03
## 1444  4.00e-02 -2.70e-02 -3.61e-02 -8.52e-03 -5.99e-03  2.04e-02  5.64e-02
## 1445 -7.71e-02  4.95e-02  7.44e-02  2.37e-02  1.45e-02 -6.09e-02 -1.12e-01
## 1446  1.98e-03 -1.52e-03 -1.12e-03  6.39e-03 -6.72e-03  2.40e-03  9.37e-03
## 1447  8.44e-03 -1.48e-03 -1.31e-02  7.22e-03 -5.40e-03  9.06e-03  2.16e-02
## 1448  2.09e-02 -2.10e-02  1.45e-02 -1.06e-02 -6.25e-02  3.39e-02 -9.94e-02
## 1449 -2.19e-02  1.18e-02  2.74e-02 -2.86e-03 -1.50e-03 -9.32e-03 -4.28e-02
## 1450 -9.35e-04  1.15e-03  2.90e-03  1.91e-02 -1.08e-02 -1.60e-02 -2.50e-02
## 1451 -6.60e-06 -1.91e-05  2.04e-05 -1.44e-05  1.35e-05 -6.17e-06  4.87e-05
## 1452 -8.79e-03  7.83e-04  1.61e-02  2.02e-02 -1.08e-02 -2.89e-02 -4.26e-02
## 1453  5.82e-03 -7.99e-03 -2.53e-03  1.65e-04 -2.88e-03 -1.42e-03 -1.02e-02
## 1454  8.11e-02 -1.83e-02 -1.03e-01  4.56e-03 -2.08e-02  5.93e-02  1.25e-01
## 1455 -2.90e-04 -2.28e-03  1.90e-03  4.41e-03 -1.69e-03 -6.13e-03 -8.22e-03
## 1456  1.03e-02 -2.24e-03 -1.13e-02 -1.03e-03 -1.88e-03  4.90e-03  1.41e-02
## 1457  3.19e-02 -1.94e-02 -3.19e-02  1.65e-02 -3.43e-02  4.30e-02  6.78e-02
## 1458  3.22e-03 -2.05e-03 -3.30e-03  1.14e-02 -6.28e-03 -8.00e-03 -1.68e-02
## 1459 -7.81e-03 -1.51e-02  2.02e-02  1.58e-02 -1.27e-02 -1.79e-02 -3.89e-02
## 1460 -4.43e-04  1.10e-02 -4.83e-03  1.38e-02 -1.12e-02  5.33e-03  2.16e-02
## 1461 -9.23e-04  4.38e-04  9.33e-04  1.00e-03 -1.65e-04 -4.48e-04  2.15e-03
## 1462 -1.18e-02 -1.46e-02  1.77e-02 -1.19e-02  1.30e-02  7.66e-03  4.40e-02
## 1463  4.85e-02 -4.12e-02 -3.44e-02  4.65e-02 -5.53e-02  1.46e-02  8.63e-02
## 1464  3.12e-04 -9.83e-05 -3.70e-04  1.52e-04 -1.28e-04  8.58e-05  4.69e-04
## 1465 -6.14e-03 -8.78e-03  1.24e-02  1.05e-02 -8.33e-03 -7.20e-03 -2.29e-02
## 1466  7.94e-03 -2.19e-03 -6.03e-03  1.32e-02 -1.10e-02 -1.06e-02 -2.27e-02
## 1467 -1.97e-03 -1.08e-02  7.98e-03  1.10e-02 -5.92e-03 -1.17e-02 -2.22e-02
## 1468  2.65e-03 -3.32e-02  2.08e-02 -8.80e-03 -8.76e-03 -1.02e-02 -5.17e-02
## 1469  7.41e-03  1.22e-02 -1.26e-02  2.97e-03 -8.80e-04 -1.95e-03  2.45e-02
## 1470  7.29e-04  5.99e-04 -2.72e-03  4.52e-03  1.28e-03 -6.27e-03 -9.28e-03
## 1471  7.63e-03  6.69e-03 -6.20e-03 -2.21e-03 -7.71e-03  7.61e-03  2.71e-02
## 1472  1.09e-02 -2.14e-02  3.61e-03  2.05e-02 -3.31e-02  1.13e-02  3.95e-02
## 1473 -4.94e-04 -8.80e-04 -8.46e-04  4.60e-04  2.69e-03  3.65e-04  7.89e-03
## 1474  2.18e-03 -5.79e-03  4.20e-04 -2.51e-03  7.76e-04 -1.55e-03 -7.65e-03
## 1475 -6.55e-03 -4.85e-03  1.39e-02  5.16e-03 -9.14e-03 -5.84e-03 -2.58e-02
## 1476  5.86e-03 -2.43e-02  7.61e-03  8.46e-03 -1.19e-02 -1.01e-02 -3.23e-02
## 1477  1.90e-03 -1.52e-03 -1.50e-03  5.14e-03 -3.80e-03 -2.93e-03 -8.04e-03
## 1478  7.98e-05 -2.93e-04  7.82e-05  1.19e-04 -2.01e-04 -5.23e-05 -4.10e-04
## 1479  1.88e-02 -8.69e-03 -1.43e-02  1.71e-02 -2.01e-02 -1.08e-02 -3.85e-02
## 1480 -1.39e-03 -6.74e-05  1.07e-03  1.44e-03  1.35e-05  2.30e-04  3.41e-03
## 1481 -2.96e-03  1.02e-02 -5.37e-04 -2.64e-03  1.91e-03  2.93e-03  1.31e-02
## 1482 -3.98e-03 -4.09e-03  1.08e-02  1.78e-02 -1.23e-02 -1.81e-02 -2.99e-02
## 1483 -7.96e-03  1.18e-02  3.49e-03  7.82e-03 -2.51e-03  1.93e-03  1.75e-02
## 1484  1.27e-02  1.01e-02 -1.26e-02 -1.79e-02 -4.26e-03  2.30e-02  4.51e-02
## 1485 -2.62e-03 -8.43e-03  6.87e-03  1.09e-02 -6.81e-03 -6.98e-03 -1.88e-02
## 1486 -1.79e-03  1.15e-02 -3.11e-03 -3.96e-03  1.14e-03  8.49e-03  1.72e-02
## 1487  5.63e-03 -1.87e-02  5.66e-03  5.25e-02 -4.46e-02 -1.68e-02 -6.41e-02
## 1488  1.34e-03 -4.42e-04 -4.82e-03 -6.38e-04  5.87e-03  1.36e-03  1.51e-02
## 1489  6.47e-03 -8.84e-03 -2.30e-03  6.68e-03 -7.91e-03 -4.03e-05  1.35e-02
## 1490  1.18e-02  1.06e-03 -1.58e-02 -2.07e-03  1.56e-03  9.36e-04 -1.60e-02
## 1491  1.34e-03  1.23e-03 -2.33e-03 -4.62e-04  4.16e-04  1.77e-03  5.52e-03
## 1492  1.13e-02 -1.60e-02  1.09e-03 -1.05e-02 -1.24e-02  2.13e-02  3.61e-02
## 1493  3.15e-04 -1.90e-04 -7.62e-04  4.57e-04  7.00e-05  9.35e-05 -1.57e-03
## 1494 -6.97e-03  5.91e-04  9.84e-03 -2.48e-03  1.25e-02 -1.65e-02  2.84e-02
## 1495 -9.96e-03  2.15e-02 -3.01e-03  1.55e-02  1.10e-02 -1.46e-02  4.04e-02
## 1496 -1.07e-02  4.54e-03  1.37e-03  3.58e-02  6.19e-03 -2.72e-02  5.92e-02
## 1497 -5.27e-02  6.21e-02  3.43e-02  6.39e-02  7.92e-02 -1.92e-01  2.12e-01
## 1498 -3.56e-04  2.17e-03  1.17e-03  2.06e-03 -2.37e-03 -1.39e-03  6.67e-03
## 1499  2.71e-02 -1.08e-02 -2.93e-02  4.48e-03 -2.97e-03  2.69e-03  3.94e-02
## 1500  5.69e-03 -9.75e-04 -3.71e-03  9.67e-03 -1.28e-02  4.93e-03  1.83e-02
## 1501  2.62e-02 -3.59e-03 -3.13e-02 -7.78e-03  3.14e-03  1.10e-02  4.01e-02
## 1502  1.34e-03 -9.91e-03  7.17e-03  1.15e-02 -8.43e-03 -1.02e-02  2.34e-02
## 1503 -7.97e-03 -6.01e-03  1.50e-02 -6.39e-03  1.30e-02 -1.65e-02  3.05e-02
## 1504  1.82e-03  2.37e-02  3.80e-04  5.11e-02 -2.69e-02 -4.31e-02  8.07e-02
## 1505  2.59e-03  3.97e-04 -4.38e-03 -2.58e-03  3.96e-03  6.74e-04  8.46e-03
## 1506 -1.79e-02  3.25e-02  7.71e-03 -1.44e-02  5.19e-02 -5.74e-02  8.03e-02
## 1507  9.25e-03  8.04e-03 -1.21e-02 -1.65e-02  2.02e-02 -1.35e-02  3.74e-02
## 1508 -3.61e-04  2.11e-03  8.44e-04 -2.39e-03  5.46e-03 -6.64e-03  1.28e-02
## 1509 -9.37e-03 -2.12e-02  3.35e-02  3.88e-02 -1.94e-02 -4.67e-02  7.33e-02
## 1510  2.09e-02 -1.07e-02 -1.23e-02 -1.33e-02  1.02e-02 -1.84e-02  4.10e-02
## 1511  5.98e-04  4.53e-03  1.08e-03  3.27e-03 -9.38e-04 -9.14e-03  1.66e-02
## 1512 -4.24e-03  6.96e-03 -2.06e-03 -3.02e-02  1.96e-02  1.72e-02 -3.49e-02
## 1513 -2.01e-02  5.31e-02 -1.76e-02  5.65e-02  1.18e-02 -2.99e-02  9.47e-02
## 1514  7.18e-04  2.54e-03 -6.73e-03  8.95e-03 -1.62e-02  2.55e-02 -3.42e-02
## 1515 -8.88e-04 -1.10e-03  7.17e-04  4.36e-03  5.19e-04 -3.60e-03  8.59e-03
## 1516 -1.54e-02 -9.40e-03  2.39e-02  2.20e-02 -2.07e-03 -2.42e-02  4.44e-02
## 1517  5.89e-03 -5.30e-03  7.29e-04  7.11e-03 -9.27e-03 -9.96e-04  2.87e-02
## 1518 -1.72e-02 -4.08e-03  1.69e-02  1.83e-02  2.73e-02 -5.02e-02  6.97e-02
## 1519  2.62e-03  6.33e-03 -1.66e-02 -1.11e-02  5.08e-02 -3.93e-02  7.03e-02
## 1520 -5.52e-03  3.92e-03  4.42e-03  1.88e-04  7.74e-03 -6.10e-03  2.05e-02
## 1521  2.96e-04 -4.94e-04  4.09e-04 -6.39e-04  2.97e-04 -8.52e-04  1.89e-03
## 1522 -3.45e-02  1.73e-02  3.11e-02  1.20e-02  3.23e-02 -5.05e-02  6.96e-02
## 1523  2.59e-02 -1.60e-02 -2.15e-02  1.12e-02 -1.22e-02 -2.63e-03  3.45e-02
## 1524  4.75e-02 -1.77e-02 -5.54e-02  2.67e-02 -1.06e-02 -3.26e-03  7.96e-02
## 1525  3.25e-02 -2.25e-02 -2.46e-02 -1.84e-02  7.22e-03 -6.49e-04  4.40e-02
## 1526  5.87e-04 -3.83e-03  5.87e-04  9.46e-04 -2.44e-03  1.89e-03 -6.89e-03
## 1527  4.88e-03 -1.14e-02  3.86e-03 -1.66e-02  1.97e-02 -2.17e-02  3.87e-02
## 1528  2.82e-03 -4.14e-04 -5.42e-03  8.21e-04 -1.52e-04  3.01e-03 -8.33e-03
## 1529 -4.91e-03  2.08e-03  1.06e-03 -6.32e-03  1.72e-02 -8.40e-03  2.08e-02
## 1530 -8.83e-04 -1.81e-03  5.42e-04  6.53e-04  1.38e-03  2.12e-03  1.05e-02
## 1531  1.48e-04 -8.58e-04  9.32e-04 -9.13e-04  1.85e-04 -5.89e-04  2.52e-03
## 1532  6.70e-04 -3.54e-03  1.07e-03 -2.23e-03  3.10e-03 -2.42e-03  8.01e-03
## 1533  4.38e-03 -2.47e-03 -4.46e-03 -4.89e-03  1.36e-02 -1.19e-02  2.75e-02
## 1534 -5.23e-03  3.54e-04  1.12e-02  3.64e-03  1.27e-02 -3.41e-02  4.19e-02
## 1535 -1.77e-02  1.08e-02  1.33e-02  1.43e-02  6.22e-03 -1.32e-02  3.11e-02
## 1536 -2.73e-03  4.59e-03  3.30e-03 -6.04e-04  1.37e-03 -2.96e-03  1.18e-02
## 1537  1.85e-02 -9.49e-03 -1.74e-02 -1.27e-02  6.93e-03  4.23e-03  2.78e-02
## 1538 -1.47e-02 -6.23e-03  1.03e-02  1.57e-02  1.98e-02 -2.10e-02  6.14e-02
## 1539 -1.40e-02  2.43e-02  4.17e-03  1.22e-02  6.98e-03 -1.42e-02  3.20e-02
## 1540 -9.90e-03 -4.68e-04  1.06e-02  2.30e-03  2.04e-03  2.66e-03  2.08e-02
## 1541  1.50e-03 -8.17e-04 -1.14e-03 -1.36e-05 -2.96e-04 -1.53e-04  2.05e-03
## 1542  1.91e-02 -1.11e-02 -2.68e-02  3.93e-03  1.71e-02 -6.89e-03  6.40e-02
## 1543  1.43e-02 -7.52e-03 -1.03e-02 -1.57e-02  2.12e-02 -1.85e-02  4.72e-02
## 1544 -6.09e-03  1.27e-02  2.52e-03  2.59e-02 -1.45e-02 -7.18e-03  2.97e-02
## 1545  8.18e-03 -4.74e-03 -6.13e-03  1.96e-02 -7.82e-03 -1.57e-02  2.93e-02
## 1546 -1.42e-02  1.52e-02  9.32e-03  4.39e-03  1.09e-02 -1.39e-02  2.64e-02
## 1547 -1.33e-03  4.07e-04  1.87e-03  5.76e-04  2.46e-03 -4.11e-03  8.22e-03
## 1548  5.84e-02 -1.23e-02 -8.34e-02 -7.51e-03  2.81e-02  1.01e-02  1.12e-01
## 1549  6.83e-03 -1.12e-03 -5.67e-03  2.39e-03 -6.61e-04 -7.62e-03  1.18e-02
## 1550  4.00e-03 -8.78e-05 -3.55e-04 -4.01e-03 -2.50e-03  1.06e-03  1.36e-02
## 1551 -4.78e-03 -1.18e-03  5.37e-03  7.57e-03  4.38e-04 -6.58e-03  1.40e-02
## 1552  1.70e-02  7.11e-03 -3.90e-02  3.74e-02  7.10e-03 -1.92e-02  7.72e-02
## 1553  2.62e-03 -1.20e-03 -1.05e-03 -3.10e-03  4.16e-03 -4.36e-03  1.31e-02
## 1554 -4.53e-03  1.26e-03  3.06e-03 -2.58e-03  3.09e-03  2.76e-03 -7.23e-03
## 1555 -2.14e-03 -3.72e-03  6.75e-03 -9.18e-03 -3.54e-03  1.03e-02 -1.86e-02
## 1556 -1.35e-02  1.99e-02  7.24e-03  2.18e-03  6.66e-03 -5.08e-03  2.53e-02
## 1557  8.04e-03  3.20e-03 -7.97e-03 -1.80e-02  1.13e-02  1.01e-03  2.60e-02
## 1558 -6.06e-03  1.22e-02  5.17e-03  4.45e-03  8.55e-04 -8.69e-03  2.33e-02
## 1559 -2.83e-04  4.95e-03  7.24e-04 -1.05e-03  1.23e-02 -2.21e-02  2.86e-02
## 1560 -5.35e-03 -5.24e-03 -1.15e-02 -4.58e-02  3.27e-02  4.73e-02 -8.15e-02
## 1561 -6.51e-03  3.21e-03  4.77e-03  1.51e-03  9.51e-04  8.30e-04 -7.52e-03
## 1562  7.98e-04 -3.66e-03  2.41e-03 -2.23e-03 -9.12e-04 -3.81e-03 -1.38e-02
## 1563 -9.04e-03  2.79e-02 -4.25e-03  1.39e-02 -3.59e-03  2.82e-03  3.32e-02
## 1564 -1.57e-04  1.62e-03 -1.78e-04 -1.35e-03  2.58e-05  1.79e-03  3.45e-03
## 1565 -2.77e-04  2.72e-04  2.86e-04 -3.13e-04  3.79e-04 -5.03e-05  1.07e-03
## 1566  4.78e-03 -4.69e-03 -1.30e-03 -9.33e-03 -1.13e-03  1.02e-02  1.47e-02
## 1567 -1.40e-03  5.18e-04 -6.03e-04 -5.40e-03  3.82e-03  9.85e-03  1.69e-02
## 1568  5.33e-03  1.47e-03  5.72e-03  6.36e-02 -3.93e-02 -6.71e-02 -1.03e-01
## 1569  1.92e-02  3.08e-03 -2.45e-02 -6.39e-03 -1.01e-02  3.20e-02  4.42e-02
## 1570  1.98e-02 -2.64e-02 -9.80e-03  1.52e-02 -1.59e-02 -1.22e-02 -3.91e-02
## 1571  1.20e-03  3.66e-05 -3.08e-03 -4.63e-03  4.30e-03  4.16e-03  9.04e-03
## 1572  8.78e-04  3.06e-02 -3.09e-02  1.45e-02  2.58e-02 -2.79e-02 -6.02e-02
## 1573 -3.34e-02  1.23e-02  3.69e-02  3.04e-02 -2.19e-02 -1.34e-02 -6.31e-02
## 1574 -1.97e-02  8.90e-03  2.03e-02  3.19e-03  1.62e-02 -3.45e-02 -4.14e-02
## 1575 -4.41e-03  1.20e-02 -1.20e-03 -1.48e-04  8.13e-03 -6.72e-03  1.55e-02
## 1576  2.39e-03 -4.70e-03  9.59e-04  3.49e-03 -5.25e-03 -2.50e-03 -8.48e-03
## 1577 -7.17e-03 -1.48e-03  1.28e-02  6.84e-03 -4.16e-03 -1.25e-02 -2.02e-02
## 1578  2.41e-04 -2.19e-05 -1.94e-04  2.27e-04 -2.38e-04 -2.59e-04 -6.08e-04
## 1579  1.03e-03 -2.74e-03  2.06e-03  5.72e-04 -1.36e-03 -6.46e-03 -1.13e-02
## 1580 -1.27e-02 -1.23e-02  3.34e-02  2.72e-02 -3.67e-02 -1.51e-02 -6.43e-02
## 1581 -2.57e-07  7.85e-04 -4.83e-04  1.16e-04  2.59e-05  5.33e-04  1.38e-03
## 1582 -9.32e-03  1.26e-02  1.03e-03 -4.00e-03  1.99e-02 -9.75e-03  2.79e-02
## 1583  1.97e-03 -3.46e-04 -1.84e-03  1.31e-03 -1.17e-03 -2.45e-03 -5.90e-03
## 1584  7.66e-03 -3.58e-03  2.37e-03 -4.28e-02  1.13e-02  4.47e-03 -6.11e-02
## 1585  9.42e-03 -9.15e-03 -4.28e-03  9.71e-03 -1.07e-02 -9.84e-03 -2.39e-02
## 1586 -1.12e-04  7.14e-03 -5.07e-03  3.14e-03  8.63e-04 -1.51e-03 -1.12e-02
## 1587 -1.90e-02  3.39e-02  3.57e-03  1.13e-02  3.47e-03  1.40e-03  3.76e-02
## 1588  4.32e-03 -7.17e-03 -2.03e-03  6.58e-03 -1.35e-03 -1.17e-02 -1.74e-02
## 1589  4.18e-02  5.40e-03 -6.19e-02  1.12e-02 -3.34e-03 -2.75e-04 -6.88e-02
## 1590 -2.73e-04 -3.31e-03  2.87e-03  2.92e-03 -7.32e-03  2.77e-03 -1.28e-02
## 1591 -5.68e-04  4.44e-04  6.66e-04  1.19e-03 -1.17e-03 -3.65e-04 -2.39e-03
## 1592  3.23e-03 -4.91e-03 -1.18e-03 -9.59e-04 -4.22e-03  4.06e-03 -9.84e-03
## 1593 -2.60e-02  1.57e-02  1.29e-02  1.07e-03  9.63e-03  1.21e-02 -3.62e-02
## 1594 -1.15e-04  1.12e-05 -6.81e-04 -5.41e-04  1.16e-03  5.02e-04 -2.23e-03
## 1595  2.39e-02 -7.68e-03 -1.17e-02  1.16e-02 -1.26e-02 -2.80e-02  4.80e-02
## 1596  2.92e-02 -1.67e-02 -1.16e-02  6.06e-04 -2.00e-02 -8.81e-03  4.28e-02
## 1597 -4.24e-03 -1.05e-03  3.16e-03 -3.07e-03  5.47e-03  2.75e-03  1.17e-02
## 1598 -7.70e-04  1.47e-03 -1.86e-04 -4.39e-05  1.07e-03 -9.57e-04 -2.72e-03
## 1599  1.46e-02 -8.85e-03 -7.21e-03 -1.56e-05 -1.34e-02  9.06e-03  2.38e-02
## 1600 -8.24e-04 -8.16e-04  1.47e-03  8.11e-04 -2.90e-04 -4.53e-04  2.61e-03
## 1601  3.68e-03 -1.82e-03 -3.81e-03 -1.44e-02  1.07e-02 -5.05e-04 -1.62e-02
## 1602  3.84e-03 -9.34e-03  5.32e-03 -9.53e-03 -3.17e-04 -3.71e-04  1.80e-02
## 1603  4.34e-03 -4.45e-03 -1.96e-03 -1.54e-03 -1.82e-03  2.09e-03  6.71e-03
## 1604 -6.13e-04 -1.38e-02  9.94e-03 -1.55e-02  3.51e-03  9.68e-03  2.70e-02
## 1605 -5.95e-03  1.38e-02  3.86e-03  1.88e-03 -1.77e-03  2.04e-03  2.47e-02
## 1606 -1.12e-02  2.74e-02 -6.40e-03  1.81e-02 -2.66e-03 -1.14e-04 -3.72e-02
## 1607  4.30e-03 -6.73e-03  4.92e-04 -1.03e-02  2.93e-04  7.66e-03  1.45e-02
## 1608 -3.40e-03  4.82e-05  3.13e-03 -5.68e-03  5.73e-03  3.74e-03  1.35e-02
## 1609 -3.43e-03  4.36e-03  4.44e-03 -2.50e-03  1.73e-03 -1.80e-03  1.14e-02
## 1610 -1.18e-03 -2.10e-02  1.76e-02 -3.68e-02  1.15e-02  2.02e-02  5.56e-02
## 1611 -2.67e-03  4.02e-03  9.58e-04  6.04e-03 -3.28e-03 -2.28e-03 -9.66e-03
## 1612  5.30e-03 -1.20e-02  2.41e-03  1.70e-03 -5.22e-03 -1.21e-03  1.73e-02
## 1613 -2.22e-03  7.63e-03 -2.99e-03  4.09e-03  5.45e-04 -1.39e-03 -1.12e-02
## 1614 -4.62e-03  5.10e-03  2.16e-03  1.30e-04  2.21e-03  1.49e-03  7.04e-03
## 1615 -2.93e-03  3.85e-03  7.24e-04  3.36e-03 -2.74e-04 -1.14e-03 -5.48e-03
## 1616  1.06e-02 -1.21e-02 -1.60e-03 -7.83e-03 -8.51e-03  1.11e-02  2.05e-02
## 1617 -2.07e-02  5.15e-02  5.99e-03 -2.81e-03  8.20e-03 -3.52e-03  6.33e-02
## 1618 -3.14e-04 -3.28e-03  5.45e-03 -3.22e-03 -3.00e-03  3.45e-03  1.34e-02
## 1619 -5.63e-04  2.38e-03  7.05e-04 -6.25e-03  3.53e-03  1.83e-03  8.95e-03
## 1620  1.35e-03 -1.83e-03 -2.12e-03 -1.32e-02  1.36e-02  4.05e-05  1.90e-02
## 1621  5.19e-02 -2.68e-02 -3.89e-02 -2.13e-02 -1.21e-02  1.64e-02  5.75e-02
## 1622 -1.21e-03 -1.04e-03  1.32e-03  6.68e-03 -5.00e-04 -5.82e-03  9.99e-03
## 1623  4.65e-04 -7.25e-03  2.56e-04  1.00e-03  5.49e-04  6.49e-04 -1.28e-02
## 1624  4.29e-05 -2.50e-03  6.04e-04  3.85e-04  3.47e-04 -1.36e-03 -4.54e-03
## 1625 -2.39e-03 -8.87e-03  4.22e-03 -2.75e-02  1.84e-02  1.72e-02  3.96e-02
## 1626 -1.74e-02  2.68e-02  4.83e-03  1.81e-03  1.07e-02  4.52e-04  3.03e-02
## 1627  4.67e-03  6.63e-04 -2.82e-03 -1.80e-03 -3.49e-03  3.16e-03  1.21e-02
## 1628 -2.67e-03  3.45e-03  8.54e-04 -4.85e-04  2.61e-03 -1.64e-03 -4.68e-03
## 1629  1.10e-02 -1.86e-02 -4.58e-06  4.96e-04 -4.00e-03 -8.08e-03  2.33e-02
## 1630 -1.76e-03  1.24e-03  1.07e-03  9.59e-04  3.90e-04 -5.80e-04 -2.09e-03
## 1631  4.47e-03 -5.38e-03 -5.28e-03 -1.14e-02  9.05e-03  6.95e-03  1.96e-02
## 1632  2.20e-03 -7.93e-03  2.10e-03 -7.78e-03  2.44e-03  6.72e-03  2.04e-02
## 1633 -2.85e-02  2.12e-02  1.77e-02 -1.35e-03  1.47e-02 -2.36e-04 -3.03e-02
## 1634  9.96e-03 -2.06e-02  3.70e-03 -1.69e-02  3.41e-03  1.32e-03  3.14e-02
## 1635 -3.26e-03  3.01e-03 -3.87e-03 -1.57e-02  1.81e-02  1.38e-02  3.55e-02
## 1636  1.87e-04 -1.67e-03  7.95e-04  8.11e-04 -5.80e-04 -1.59e-04  4.01e-03
## 1637  6.63e-03 -8.17e-04 -1.01e-02 -1.11e-03  8.04e-04  2.72e-03 -1.32e-02
## 1638 -1.76e-03  1.40e-03  6.11e-03 -8.21e-03  4.97e-04  2.60e-03  1.72e-02
## 1639  2.97e-03 -6.28e-03 -1.09e-03 -9.01e-03  1.11e-02 -3.88e-03  2.07e-02
## 1640 -2.45e-03  9.83e-04  4.54e-03 -3.91e-03  1.64e-03  6.51e-04  1.08e-02
## 1641  9.10e-03 -1.68e-02  4.05e-03  6.41e-03 -1.61e-02  1.92e-03  2.73e-02
## 1642 -1.81e-04  9.16e-05  5.03e-04 -1.10e-03  1.40e-04  1.18e-03  2.60e-03
## 1643  2.07e-02  1.86e-02 -4.23e-02  1.34e-03  3.57e-03  2.41e-02  6.08e-02
## 1644  1.15e-02 -1.29e-02  4.03e-04 -8.21e-03 -3.15e-03 -2.66e-03  2.67e-02
## 1645 -4.28e-03  4.59e-03  1.34e-03 -2.66e-03  6.44e-03 -1.46e-06  9.50e-03
## 1646  1.20e-03  2.16e-03 -2.62e-03 -5.61e-04  3.06e-04  1.15e-04 -4.84e-03
## 1647 -4.05e-04  5.67e-03  2.00e-03 -6.33e-03  2.97e-04  1.80e-03  1.66e-02
## 1648  1.30e-03 -2.88e-03 -4.81e-03 -6.23e-03  8.74e-03  8.01e-03  2.33e-02
## 1649  1.04e-02 -1.23e-02 -1.05e-03 -5.45e-03 -6.70e-03  2.88e-03  1.68e-02
## 1650  2.17e-03 -1.92e-03 -3.14e-04 -4.44e-03  3.44e-04  2.53e-03  6.35e-03
## 1651  5.82e-03 -6.98e-03 -2.52e-03 -3.58e-03  6.16e-04 -2.29e-04  9.47e-03
## 1652 -3.54e-03  5.44e-03  3.60e-04  6.81e-04  3.26e-03  4.25e-04  8.97e-03
## 1653 -8.91e-04  1.42e-03  4.35e-04  1.29e-03 -9.00e-04 -2.92e-04 -2.71e-03
## 1654  1.45e-03 -2.26e-03  1.20e-04 -1.43e-03 -4.55e-04  5.19e-04  3.08e-03
## 1655 -6.25e-03 -1.91e-03  5.54e-03 -9.06e-03  1.93e-02 -8.87e-03  2.92e-02
## 1656 -9.70e-02  7.06e-02  7.57e-02  2.98e-02 -4.31e-03  5.28e-03 -1.15e-01
## 1657  4.84e-03 -5.21e-03  1.67e-03 -1.00e-02  1.97e-03 -8.50e-04  1.77e-02
## 1658  2.35e-02 -3.69e-02 -3.66e-04 -3.42e-02  1.04e-02 -8.01e-04  5.72e-02
## 1659  4.03e-03 -7.62e-03 -1.74e-03 -8.93e-03  6.74e-03  1.89e-03  1.59e-02
## 1660  7.14e-03 -1.18e-02  2.75e-03 -8.33e-03 -2.29e-03  1.76e-03  2.11e-02
## 1661 -6.97e-03 -1.51e-03  1.73e-03 -1.97e-02  2.29e-02  1.06e-02  3.56e-02
## 1662  7.69e-04  1.92e-03  1.47e-03 -1.21e-03 -6.66e-03  9.35e-03  1.67e-02
## 1663  1.55e-03 -3.87e-03  1.01e-03 -3.55e-03  9.86e-04  3.25e-04  6.04e-03
## 1664 -1.50e-02  1.39e-02  3.26e-03  2.51e-03  1.12e-02  6.39e-04 -2.21e-02
## 1665  1.06e-03 -1.39e-03 -3.89e-04 -2.10e-03  1.04e-03  8.57e-04  3.74e-03
## 1666  1.34e-03 -4.23e-03 -1.65e-03 -9.96e-03  7.06e-03  9.21e-03  2.02e-02
## 1667  1.85e-02 -1.79e-02 -7.60e-03 -5.40e-03 -9.42e-03  6.35e-03  2.56e-02
## 1668  7.52e-03 -1.55e-03 -5.99e-03 -4.99e-03 -4.37e-03  5.82e-03 -1.35e-02
## 1669 -6.94e-03  8.57e-03  1.60e-03 -1.89e-03  6.83e-03 -2.04e-03 -1.27e-02
## 1670 -2.40e-03  2.05e-03  1.13e-03  1.05e-03  1.04e-03 -8.52e-04 -2.98e-03
## 1671  4.45e-05  4.98e-05 -1.89e-05 -2.18e-04  5.64e-05  2.10e-04  5.36e-04
## 1672 -2.93e-03  1.44e-02 -3.19e-03 -7.52e-03  6.22e-03  7.33e-03  2.27e-02
## 1673  5.08e-04 -9.48e-05 -5.51e-04  3.55e-04 -8.03e-04  5.08e-04 -1.41e-03
## 1674 -7.95e-03  1.07e-02  7.93e-04  8.54e-03 -6.44e-04 -9.60e-04 -1.72e-02
## 1675  3.00e-04  4.28e-04  5.23e-04 -1.78e-03  5.54e-04 -5.38e-04  3.84e-03
## 1676 -3.18e-03  3.14e-03  1.42e-03  4.31e-03 -9.21e-04 -1.60e-03 -5.75e-03
## 1677 -1.11e-03  1.23e-02 -3.98e-04  3.53e-03 -5.15e-03 -8.05e-03 -3.04e-02
## 1678 -1.07e-03  1.65e-02 -1.24e-03 -1.02e-02 -5.97e-04  1.03e-02  3.14e-02
## 1679 -3.45e-05 -2.41e-05  6.89e-05 -5.99e-05  8.32e-05 -6.59e-05  1.87e-04
## 1680  2.66e-03 -1.34e-03 -1.37e-03  5.88e-04 -1.19e-03 -1.64e-03  4.42e-03
## 1681  1.13e-02 -9.75e-03 -6.42e-03 -6.42e-03  1.90e-05  1.01e-03  1.56e-02
## 1682  1.69e-02  7.39e-04 -1.27e-02  1.07e-02 -2.53e-02  1.24e-02  3.52e-02
## 1683  1.17e-02 -1.69e-02  1.54e-03 -6.20e-03 -1.14e-02  6.73e-03  2.31e-02
## 1684 -1.18e-02  1.98e-02 -1.28e-02  2.89e-02  3.75e-02 -4.86e-02  8.13e-02
## 1685 -1.06e-03 -1.28e-03 -1.71e-03 -1.01e-02  4.41e-03  1.18e-02 -1.94e-02
## 1686  2.87e-03  2.01e-03  3.29e-03 -2.94e-03 -2.40e-02  1.79e-02 -5.13e-02
## 1687  5.41e-02 -1.44e-02 -4.39e-02 -4.71e-03 -7.54e-03 -2.07e-02  6.82e-02
## 1688  1.18e-02 -8.35e-03 -5.04e-03  6.94e-03 -3.71e-03 -1.72e-02  2.52e-02
## 1689  1.62e-03 -1.02e-04 -2.51e-03 -3.23e-03 -1.62e-03  7.84e-03 -8.85e-03
## 1690  9.08e-04  1.80e-03 -1.31e-03  6.12e-03 -2.85e-03 -1.22e-03  1.36e-02
## 1691  6.11e-03 -1.85e-03 -7.70e-03  2.87e-02 -1.76e-02  7.21e-05  4.12e-02
## 1692  5.68e-03 -7.86e-03 -1.82e-03  2.21e-02 -1.75e-02 -1.46e-02 -3.88e-02
## 1693  8.76e-04 -8.08e-04 -5.19e-04 -1.73e-03  8.74e-04  1.26e-03  4.17e-03
## 1694  1.78e-03 -6.67e-03  9.53e-04 -2.02e-04 -4.57e-04 -1.61e-03 -8.05e-03
## 1695 -4.51e-02  2.82e-02  2.80e-02 -6.14e-02  7.81e-02 -1.32e-02 -9.01e-02
## 1696  2.22e-03 -2.54e-03 -2.44e-03  5.11e-03 -3.66e-04 -8.48e-03 -1.44e-02
## 1697 -7.84e-03  1.18e-02 -4.25e-03  6.17e-04  1.32e-02 -3.07e-03 -2.14e-02
## 1698 -1.18e-02  1.41e-02  1.00e-02  2.61e-03 -1.93e-03  2.05e-03  2.20e-02
## 1699 -7.20e-03  1.09e-02 -8.97e-04  6.28e-03  5.95e-03 -8.03e-03 -1.78e-02
## 1700 -6.24e-04  2.82e-04  1.57e-03 -2.55e-03  1.10e-03  4.06e-04  4.73e-03
## 1701 -2.53e-02  5.61e-02 -1.80e-02  8.66e-03  3.60e-02 -1.44e-02 -7.33e-02
## 1702  2.54e-03 -1.82e-03 -5.41e-03  6.80e-03  2.33e-03 -1.14e-02 -2.12e-02
## 1703  9.08e-04  3.52e-04 -2.02e-03  7.21e-04 -9.44e-04  1.54e-03 -4.44e-03
## 1704  9.69e-07  4.26e-04 -4.77e-04  3.44e-04 -1.20e-04  3.25e-04 -1.11e-03
## 1705 -2.53e-03  3.76e-03  3.86e-03 -2.97e-03 -2.45e-03  4.81e-03  1.15e-02
## 1706  3.01e-04 -2.93e-04 -4.21e-04  1.04e-04  1.30e-04 -1.18e-04 -8.24e-04
## 1707  1.37e-03  9.38e-03 -1.19e-02  3.78e-03  7.98e-03 -8.42e-03 -2.56e-02
## 1708  4.84e-02  1.54e-02 -8.17e-02  1.47e-03 -1.27e-02  4.73e-02 -1.02e-01
## 1709 -1.03e-04  5.44e-04 -3.44e-04  4.01e-04  1.73e-04 -3.43e-04 -9.22e-04
## 1710 -8.25e-05 -1.38e-02 -2.00e-03 -4.09e-02  3.69e-02  5.57e-03 -5.27e-02
## 1711 -1.06e-02  2.01e-02  6.05e-03 -1.64e-03  8.33e-05  4.31e-03  2.70e-02
## 1712  1.25e-03  4.47e-03 -6.85e-03  5.48e-04  4.92e-03 -3.17e-03 -1.27e-02
## 1713 -9.28e-05  5.06e-03 -3.19e-03  4.57e-03 -3.70e-03  1.50e-03 -1.14e-02
## 1714 -7.80e-04 -3.99e-03  5.41e-03  4.60e-03 -4.19e-03 -4.38e-03  1.14e-02
## 1715  3.92e-03  7.32e-03 -1.57e-02 -7.05e-03  1.27e-02  3.66e-03 -2.48e-02
## 1716 -1.43e-03 -1.11e-03  3.27e-03 -2.62e-03  2.05e-03 -9.74e-04  7.17e-03
## 1717 -3.04e-04 -2.74e-03 -1.29e-03  8.49e-04  3.29e-03 -1.92e-03 -1.00e-02
## 1718  1.27e-04 -3.78e-04 -1.06e-04  1.34e-04 -3.58e-05 -1.00e-04 -8.34e-04
## 1719 -1.23e-02  1.06e-02  1.23e-02 -4.91e-03  8.05e-04  6.68e-03  2.20e-02
## 1720 -1.72e-04 -6.40e-04  9.32e-04 -6.31e-04  1.12e-04 -2.82e-04  1.62e-03
## 1721 -2.45e-03  2.62e-03  1.73e-03 -1.03e-04  1.23e-03 -1.33e-04  4.37e-03
## 1722 -2.35e-04 -2.07e-04  4.23e-04  1.70e-04 -3.40e-05 -1.57e-04  7.30e-04
## 1723  5.80e-03 -1.52e-02  4.37e-03  1.57e-02 -1.12e-02 -1.48e-02  2.78e-02
## 1724 -1.06e-02  1.66e-02 -5.02e-03  3.81e-03  1.62e-02 -8.27e-03 -2.88e-02
## 1725 -7.09e-03  1.22e-02 -8.83e-04  6.88e-03  2.20e-03 -2.80e-03 -1.58e-02
## 1726 -6.12e-04 -1.22e-03  2.18e-03  1.01e-03 -1.27e-03 -9.23e-04  3.55e-03
## 1727 -6.49e-03  6.53e-03  2.85e-03  2.37e-03  2.79e-03 -2.66e-03 -9.20e-03
## 1728 -1.74e-02  1.06e-02  7.26e-03 -1.79e-02  3.16e-02 -9.58e-03 -3.71e-02
## 1729 -4.77e-04  7.34e-03 -6.00e-03  4.33e-03  6.88e-06  1.49e-03 -1.30e-02
## 1730 -1.28e-02  1.15e-02  5.84e-03  9.70e-04  7.72e-03 -1.51e-03 -1.52e-02
## 1731  3.37e-04 -2.76e-04 -4.06e-04 -1.33e-04  5.65e-05  1.13e-04 -8.03e-04
## 1732 -2.10e-03 -1.00e-03 -1.08e-04  6.27e-03 -1.31e-03 -1.19e-03 -1.24e-02
## 1733 -4.62e-05  2.32e-06  6.53e-05 -8.34e-05  7.91e-05 -1.89e-05  1.43e-04
## 1734 -3.13e-03  5.76e-03 -2.34e-03  5.57e-03  1.88e-03 -2.82e-03 -1.13e-02
## 1735  4.94e-03 -5.14e-03 -4.49e-03  6.24e-03 -3.64e-03 -4.42e-03 -1.31e-02
## 1736  3.51e-03  8.61e-04 -6.44e-03  1.67e-04  1.26e-03 -4.04e-04 -9.60e-03
## 1737  9.79e-03  3.74e-03 -1.85e-02 -2.96e-03  6.91e-03 -5.67e-04 -2.41e-02
## 1738 -6.39e-03  1.41e-02 -3.74e-03  2.70e-03  9.69e-03 -9.75e-03 -2.36e-02
## 1739  2.43e-04 -4.30e-05 -3.34e-04  1.34e-04 -1.69e-04  1.21e-04 -5.19e-04
## 1740 -4.64e-03  2.70e-02 -1.61e-02  3.31e-04  6.34e-03  1.14e-02 -4.09e-02
## 1741  7.67e-04 -4.74e-04 -6.02e-05 -1.97e-03 -1.80e-03  4.97e-03  5.63e-03
## 1742 -4.93e-03  8.94e-03  3.94e-03 -2.26e-03 -9.26e-04  3.87e-03  1.46e-02
## 1743  3.72e-03  2.54e-03 -1.69e-02  7.33e-03  1.02e-02 -7.09e-03 -3.62e-02
## 1744  6.47e-03 -1.10e-03 -1.17e-02  5.39e-03  2.73e-03 -5.36e-03 -1.86e-02
## 1745 -5.50e-03  1.20e-02 -4.03e-03 -2.70e-03  1.04e-02 -1.19e-03 -1.72e-02
## 1746  8.13e-03 -1.37e-02  3.83e-03 -5.58e-03 -1.02e-02  6.02e-03  2.05e-02
## 1747 -1.05e-02  6.77e-03  6.84e-03  2.09e-03  2.77e-03  3.52e-03  1.35e-02
## 1748 -6.99e-03  5.40e-03  6.43e-04  2.66e-02  5.51e-03 -3.80e-02 -4.56e-02
## 1749  4.07e-03 -7.09e-03  7.70e-04 -3.68e-03 -4.29e-04 -3.39e-04  1.03e-02
## 1750 -1.25e-03  3.61e-03 -1.65e-03  1.88e-03  2.07e-03 -2.59e-03 -5.80e-03
## 1751 -1.60e-02  3.15e-02 -1.16e-02 -5.45e-03  2.52e-02  6.97e-03 -4.66e-02
## 1752 -1.59e-02  2.41e-02 -2.08e-03  8.38e-03  1.07e-02 -3.89e-03 -3.36e-02
## 1753  1.43e-03  1.95e-02 -2.08e-02 -2.22e-03  2.24e-02 -1.20e-02 -3.71e-02
## 1754 -1.27e-02  1.27e-02  3.65e-03  4.79e-03  9.49e-03 -7.85e-03 -1.97e-02
## 1755  9.08e-04  6.38e-03 -8.59e-03 -3.67e-03  8.08e-03 -1.57e-04 -1.72e-02
## 1756 -2.50e-02  2.17e-02  6.42e-03 -3.31e-03  2.42e-02 -2.77e-03 -4.00e-02
## 1757 -1.54e-03 -3.55e-03  4.86e-03 -2.94e-03  1.23e-03  1.63e-04  9.90e-03
## 1758 -5.68e-04  6.74e-03 -6.88e-03 -1.28e-03  7.04e-03 -3.35e-04 -1.37e-02
## 1759 -3.71e-03  4.55e-03  8.29e-03 -4.51e-03 -4.09e-03  4.47e-03  2.20e-02
## 1760  1.39e-03 -1.18e-03 -6.45e-04 -1.96e-03  6.03e-04  7.04e-04  3.26e-03
## 1761 -7.81e-04  9.47e-04  1.90e-03 -2.39e-03  8.42e-04 -2.67e-04  5.66e-03
## 1762  5.28e-04  8.50e-04 -1.63e-03  1.18e-03  1.05e-04 -5.92e-04 -2.60e-03
## 1763  5.32e-04  1.98e-03 -5.01e-03  7.13e-03  5.96e-04 -4.48e-03 -1.33e-02
## 1764  7.77e-03 -1.88e-02 -5.87e-03  8.14e-03  1.50e-03 -1.09e-02 -3.36e-02
## 1765 -4.54e-03  5.58e-03  8.13e-03 -8.87e-03 -4.67e-03  1.35e-02  2.56e-02
## 1766 -8.10e-03  1.86e-02  3.67e-03 -1.05e-03 -1.58e-03  6.40e-03  2.59e-02
## 1767  6.13e-03 -6.80e-03 -3.17e-03  3.40e-04 -3.38e-03 -1.92e-03 -1.11e-02
## 1768 -2.39e-03  3.81e-03  1.71e-03  3.50e-04 -4.76e-04  6.96e-04  5.41e-03
## 1769 -1.29e-03  1.61e-03  2.08e-03  1.98e-03 -3.06e-03 -1.53e-03 -8.09e-03
## 1770  2.17e-03  1.21e-03 -3.30e-03 -6.94e-04 -2.71e-04  2.57e-03  4.98e-03
## 1771  1.41e-04 -2.07e-03  3.46e-03 -7.51e-03  6.66e-03 -9.77e-03 -1.63e-02
## 1772  1.67e-03  1.08e-03 -3.53e-03  2.39e-03  2.00e-04 -3.82e-03 -1.01e-02
## 1773  2.68e-03 -3.46e-03  3.35e-04 -4.61e-03 -1.33e-03  1.86e-03 -7.79e-03
## 1774  1.56e-02 -4.39e-03 -2.51e-02  1.51e-02 -1.72e-02  3.50e-02  5.94e-02
## 1775  6.87e-03 -1.82e-02  8.45e-04  3.12e-03 -7.28e-03 -1.15e-03 -2.16e-02
## 1776 -3.03e-04  2.24e-04 -1.59e-04  7.73e-04  8.05e-04 -1.85e-03 -2.48e-03
## 1777 -2.74e-03  1.72e-02 -1.23e-02 -2.00e-02  2.56e-02 -4.45e-03 -4.68e-02
## 1778 -1.69e-02  3.20e-02  4.59e-03  1.39e-02 -2.52e-03  9.11e-04  3.78e-02
## 1779  8.83e-03  8.39e-05 -8.95e-03 -2.65e-03 -2.15e-03 -1.68e-03 -1.78e-02
## 1780 -7.31e-03 -9.43e-04  6.20e-03 -5.09e-03  3.71e-03  1.27e-02  2.19e-02
## 1781  1.46e-03 -2.95e-03 -4.00e-03  9.53e-03  1.06e-03 -3.72e-03  2.13e-02
## 1782  5.24e-03  1.46e-03 -3.72e-03 -5.80e-03  8.97e-03 -2.05e-02 -2.92e-02
## 1783 -5.73e-03  1.00e-03  6.47e-04 -7.88e-03  1.37e-02  6.35e-03  2.48e-02
## 1784 -2.48e-03  2.56e-03 -2.02e-03  4.29e-03 -8.64e-03  2.43e-02  3.14e-02
## 1785 -5.16e-04 -3.93e-05 -1.64e-03  1.57e-03  2.38e-03  4.06e-04  8.09e-03
## 1786  7.81e-04 -4.42e-05 -2.72e-03  1.39e-03  2.24e-03 -3.06e-03 -7.18e-03
## 1787 -1.39e-02  6.28e-03  1.22e-02  8.94e-04  4.95e-03 -6.64e-03 -1.95e-02
## 1788 -6.16e-04 -9.05e-04  2.29e-04 -7.13e-04  7.33e-04  3.08e-03  6.06e-03
## 1789 -2.97e-03  6.78e-03 -2.86e-03 -6.14e-03  5.36e-03  1.34e-02  2.16e-02
## 1790 -2.70e-03  2.29e-03  1.79e-03  2.43e-04  5.87e-05  2.54e-03  5.30e-03
## 1791 -5.47e-03  1.05e-02  2.08e-03  9.41e-04  1.15e-03  1.23e-03  1.37e-02
## 1792  2.11e-02 -1.46e-02 -1.35e-02  3.30e-03 -1.43e-02  4.95e-03  2.52e-02
## 1793 -9.44e-04 -2.35e-03  2.05e-03  1.92e-03 -4.35e-03  3.89e-03 -7.63e-03
## 1794 -9.81e-03  5.88e-03  6.70e-03 -1.61e-04 -2.29e-03  1.00e-02 -1.86e-02
## 1795  1.27e-03 -1.30e-03 -4.23e-04  4.29e-04 -7.96e-04 -3.38e-04  2.52e-03
## 1796  4.92e-02 -3.26e-02 -2.99e-02  1.65e-02 -2.17e-02 -2.41e-02  6.99e-02
## 1797  1.53e-03 -5.13e-02  5.53e-02 -1.21e-01  4.77e-03  5.47e-02 -1.66e-01
## 1798  3.84e-03  1.45e-03 -4.43e-03 -1.19e-02  2.17e-03  7.20e-03 -1.86e-02
## 1799  1.27e-02 -3.22e-03 -1.08e-02  7.85e-05 -3.50e-03 -2.87e-03  1.46e-02
## 1800  9.37e-03 -4.06e-03 -9.53e-03 -9.41e-04 -6.79e-04  2.56e-03  1.26e-02
## 1801 -6.88e-03  2.39e-03  7.66e-03 -1.53e-03 -5.41e-03  1.06e-02 -1.62e-02
## 1802  5.38e-03 -4.16e-03 -1.44e-03 -1.12e-02  1.39e-03  6.56e-03  1.55e-02
## 1803  3.21e-03 -2.14e-03 -2.18e-03 -4.44e-03 -5.29e-03  1.05e-02 -1.49e-02
## 1804  1.66e-03 -2.11e-03  8.88e-04  1.69e-02 -7.61e-03 -1.32e-02  2.17e-02
## 1805 -5.66e-03  4.69e-03  2.58e-03  1.96e-03  2.19e-03 -1.05e-03 -7.71e-03
## 1806 -1.27e-03  1.93e-03  3.83e-04 -7.32e-04  8.21e-04  2.58e-04 -2.99e-03
## 1807 -1.13e-02  1.05e-02 -3.70e-03 -2.56e-02  2.81e-02  1.68e-02 -4.22e-02
## 1808  2.83e-03 -1.38e-03 -3.05e-03  2.39e-03 -5.38e-04 -1.51e-03  5.88e-03
## 1809  1.21e-02 -2.56e-03 -1.37e-02  6.48e-03  6.97e-03 -1.94e-02  3.00e-02
## 1810  1.29e-02 -1.07e-03 -1.15e-02  8.41e-03 -2.70e-03 -1.44e-02  2.52e-02
## 1811  2.36e-03  1.50e-02 -6.96e-03 -4.25e-03  3.19e-03 -5.52e-04  2.43e-02
## 1812  8.05e-03 -6.85e-03 -1.70e-03  2.40e-02 -1.06e-02 -2.52e-02  3.76e-02
## 1813 -1.26e-02  2.13e-03  1.60e-02 -1.87e-02 -2.37e-03  2.64e-02 -3.70e-02
## 1814 -1.94e-04 -1.23e-05  1.45e-04 -4.06e-05  1.16e-04 -8.81e-06 -4.72e-04
## 1815  6.57e-03 -7.61e-03 -6.86e-04  2.73e-03 -1.22e-02  7.37e-03  1.41e-02
## 1816  2.58e-02  1.23e-02 -4.92e-02 -6.82e-03  3.87e-02 -2.24e-02  7.18e-02
## 1817 -2.02e-02  1.36e-02  1.31e-02  9.89e-03  1.95e-03 -1.48e-03 -2.29e-02
## 1818  1.07e-02 -7.03e-03 -6.99e-03  1.46e-03 -1.74e-03 -7.74e-03  1.46e-02
## 1819  4.88e-03  5.60e-04 -8.42e-03 -3.62e-04  4.31e-03 -8.89e-04  1.12e-02
## 1820  1.78e-02  1.60e-02 -3.44e-02  2.93e-02 -2.87e-02  1.88e-02 -5.99e-02
## 1821 -1.88e-02  2.45e-02  4.81e-03 -1.38e-02  2.75e-02 -1.15e-02 -3.92e-02
## 1822  3.13e-03 -2.14e-04 -4.34e-03  8.87e-04  5.48e-03 -8.34e-03  1.23e-02
## 1823  1.23e-02  5.03e-03 -2.01e-02 -3.12e-03 -6.86e-03  2.86e-02  3.76e-02
## 1824 -6.97e-03  6.23e-03  3.15e-03 -4.30e-03  4.12e-03  4.09e-03 -1.41e-02
## 1825 -1.08e-02  2.92e-03  1.15e-02 -3.16e-03  8.68e-03 -9.52e-03 -1.64e-02
## 1826 -3.02e-02  1.87e-03  5.03e-02  6.77e-03 -3.09e-02  7.05e-03 -7.03e-02
## 1827  2.72e-02 -1.20e-02 -2.64e-02  1.59e-02  1.49e-02 -5.13e-02  6.96e-02
## 1828 -1.34e-02  7.38e-03  1.28e-02 -6.97e-03  8.31e-03 -3.46e-03 -1.86e-02
## 1829 -5.51e-03  7.11e-03 -2.45e-03 -5.26e-03  3.32e-02 -3.16e-02  4.34e-02
## 1830  1.32e-02 -1.42e-02 -2.51e-03 -4.01e-03 -4.50e-03 -4.77e-03  2.23e-02
## 1831 -7.01e-03 -5.71e-03  1.17e-02 -9.17e-03  3.52e-03  3.96e-03 -1.69e-02
## 1832  5.11e-03 -2.26e-03 -1.88e-03 -4.38e-03 -2.06e-03  2.71e-03  1.07e-02
## 1833 -6.34e-03 -2.08e-02  2.54e-02 -2.17e-02 -6.88e-03  1.25e-02 -4.84e-02
## 1834 -3.55e-03 -1.18e-02  8.77e-03 -2.75e-02  1.06e-02  1.73e-02 -3.50e-02
## 1835 -2.92e-02  1.66e-02  2.47e-02 -3.39e-02  2.53e-02  1.24e-02 -5.24e-02
## 1836  3.51e-03 -2.61e-03 -2.27e-03  2.80e-04 -7.19e-04 -1.14e-03  5.09e-03
## 1837 -1.85e-03  1.07e-03  1.13e-03  3.39e-04 -1.91e-04  1.61e-03 -2.86e-03
## 1838 -9.70e-03  7.51e-03  4.18e-03 -3.55e-03  1.07e-02 -3.14e-03 -1.45e-02
## 1839  1.04e-03  2.12e-03 -3.46e-03  2.09e-03  2.11e-03 -2.51e-03  6.51e-03
## 1840 -7.52e-06 -1.03e-03  3.79e-04 -3.18e-05  3.10e-05 -1.12e-04 -1.41e-03
## 1841 -1.92e-03 -5.49e-03  1.13e-02  2.48e-02 -4.24e-02  1.86e-02 -4.89e-02
## 1842  7.19e-03 -6.90e-03 -2.78e-03  3.87e-03 -5.85e-03 -3.11e-03  1.09e-02
## 1843 -2.19e-02  8.25e-03  2.58e-02 -2.37e-02 -2.08e-03  3.07e-02 -5.16e-02
## 1844  1.74e-02 -8.85e-03 -1.49e-02 -3.60e-03  2.26e-03 -6.67e-03  2.11e-02
## 1845  3.20e-04  1.69e-02 -1.52e-03  9.54e-03 -1.67e-02  1.09e-02  3.97e-02
## 1846  2.31e-02 -8.32e-03 -2.45e-02  2.16e-02 -4.66e-03 -2.45e-02  4.27e-02
## 1847 -1.75e-03  9.83e-03 -3.13e-03 -2.90e-03  5.52e-03 -1.47e-05  1.24e-02
## 1848 -4.93e-02  5.60e-02  1.35e-02  3.39e-03  5.40e-02 -4.32e-02 -8.30e-02
## 1849  1.21e-02 -3.34e-03 -1.39e-02 -2.10e-03  7.08e-03 -7.38e-03  2.07e-02
## 1850  2.93e-03  1.45e-02 -1.76e-02  1.38e-03  3.22e-03  9.45e-03 -2.91e-02
## 1851  3.75e-04 -6.38e-04  4.09e-04 -6.27e-05 -8.33e-04  5.14e-04  2.14e-03
## 1852 -1.23e-03  4.38e-03 -1.74e-04  6.02e-03  4.05e-03 -1.21e-02  1.80e-02
## 1853  6.83e-02 -4.55e-02 -4.87e-02  2.55e-02 -4.08e-02 -7.05e-03  8.10e-02
## 1854  2.45e-03 -2.30e-04 -1.28e-03 -6.32e-04 -1.93e-03  8.85e-04  4.88e-03
## 1855 -5.36e-03  3.05e-03  5.44e-03 -8.35e-03  3.46e-03  4.13e-03 -1.38e-02
## 1856  8.23e-03 -2.26e-03 -2.09e-02  5.48e-03  1.17e-02  9.66e-03  5.56e-02
## 1857  2.08e-03  6.37e-03 -4.82e-03  1.78e-03  5.45e-03 -9.04e-03  1.80e-02
## 1858 -2.98e-03 -4.15e-03 -6.78e-03 -4.14e-03 -1.75e-02  5.88e-02 -7.25e-02
## 1859 -8.01e-03 -8.61e-03  1.41e-02 -1.33e-02 -7.54e-03  2.36e-02 -3.96e-02
## 1860  7.99e-03 -1.20e-02  2.33e-03  1.64e-04 -8.91e-03 -1.44e-03  1.81e-02
## 1861  2.34e-03 -6.49e-03  9.53e-04 -9.28e-04 -2.90e-03  1.37e-03 -8.14e-03
## 1862  1.12e-03  6.76e-05 -9.26e-04  8.63e-04 -1.03e-03  1.91e-04  3.24e-03
## 1863 -2.75e-02  2.97e-03  2.76e-02 -8.50e-04  3.81e-03  7.33e-03 -3.32e-02
## 1864 -2.27e-03 -2.85e-04  3.75e-03 -5.57e-03 -1.51e-04  5.13e-03 -9.48e-03
## 1865  1.90e-04  6.13e-03 -2.39e-03  6.73e-03 -5.23e-03  4.93e-04  1.11e-02
## 1866  3.10e-02  1.18e-02 -2.08e-02  4.61e-03 -2.64e-02 -6.62e-03  7.37e-02
## 1867 -5.63e-04 -7.17e-05  6.79e-04  1.33e-03  3.84e-04 -1.54e-03  3.75e-03
## 1868 -2.01e-02 -4.82e-02  7.98e-02 -1.16e-01  6.51e-03  4.89e-02 -1.72e-01
## 1869 -2.05e-04  3.21e-04  1.02e-04 -5.63e-04  2.77e-04  1.33e-04 -1.18e-03
## 1870 -1.40e-02  7.27e-03  1.09e-02  4.01e-03  5.62e-04  9.55e-04 -1.72e-02
## 1871  2.32e-04  1.09e-03 -2.34e-04 -5.36e-04  8.16e-04 -1.24e-03  3.23e-03
## 1872  3.00e-03 -1.77e-03 -2.37e-03  2.97e-03 -1.74e-03 -1.94e-03  6.03e-03
## 1873  1.91e-03  1.19e-03 -3.98e-03  5.07e-03  1.12e-03 -5.46e-03  9.32e-03
## 1874 -6.69e-04  9.02e-04  5.75e-05 -4.22e-04  6.28e-04  3.60e-04 -1.41e-03
## 1875 -8.74e-02 -9.85e-03  1.45e-01  3.43e-03 -9.81e-02  8.49e-02 -2.02e-01
## 1876  1.03e-04 -2.68e-03  2.10e-03  2.87e-03 -6.20e-03  5.68e-03  9.73e-03
## 1877 -1.09e-02  8.77e-03  5.67e-03  7.04e-03 -5.51e-03  8.58e-03 -2.15e-02
## 1878 -4.70e-02  5.11e-02  5.40e-03 -1.68e-03  5.23e-02 -1.01e-02 -7.43e-02
## 1879 -1.70e-02  1.88e-02  5.90e-03  3.28e-04  8.07e-03  3.67e-03 -2.35e-02
## 1880  1.87e-02 -5.67e-03 -1.33e-02  4.18e-03 -5.18e-03 -1.14e-02  3.07e-02
## 1881 -2.42e-03  3.75e-03  5.12e-04  1.41e-03  2.03e-03 -3.60e-03 -5.66e-03
## 1882  5.92e-02  2.93e-02 -8.93e-02 -2.38e-02  2.23e-02  1.15e-02  1.02e-01
## 1883 -3.23e-04  8.66e-04 -5.62e-05  4.02e-03 -1.96e-03 -3.57e-04  6.40e-03
## 1884  3.06e-02 -1.76e-02 -2.90e-02  1.11e-03 -3.49e-02  6.07e-02  7.24e-02
## 1885 -9.28e-03  5.68e-03  7.77e-03 -2.90e-03  2.73e-03  2.57e-03 -1.17e-02
## 1886  5.26e-03 -5.04e-03 -9.20e-04 -3.94e-03 -2.47e-03  2.81e-03  1.10e-02
## 1887 -3.60e-03  4.63e-03  1.31e-03 -8.59e-03  2.66e-03  9.99e-03 -1.43e-02
## 1888 -1.01e-03  8.58e-04  6.56e-04 -4.09e-03  3.23e-04  5.19e-03 -6.92e-03
## 1889 -1.43e-05 -1.13e-04  5.91e-05  1.40e-05 -1.87e-05  8.55e-07 -1.61e-04
## 1890 -1.26e-04  3.76e-03 -2.02e-03  8.75e-04  9.40e-04 -2.43e-05  5.38e-03
## 1891  2.36e-02 -6.65e-03 -2.15e-02  1.34e-02 -1.74e-02  2.60e-03  3.32e-02
## 1892  6.57e-02 -2.10e-02 -6.59e-02  1.57e-02 -5.15e-02  5.44e-02  9.41e-02
## 1893  4.00e-03 -1.08e-02  1.13e-03 -1.68e-02  1.52e-02 -1.33e-02 -3.00e-02
## 1894  2.35e-03  2.03e-04 -3.21e-03  1.39e-03  1.55e-04 -1.28e-03  4.34e-03
## 1895  3.01e-04  4.51e-04 -6.89e-04 -1.62e-04 -4.19e-04  8.54e-04 -2.09e-03
## 1896  4.97e-03  6.93e-03 -1.45e-02  4.79e-03  1.63e-02 -1.89e-02  3.17e-02
## 1897  4.82e-02 -1.95e-02 -3.21e-02  3.44e-04 -4.69e-02  4.31e-02  7.84e-02
## 1898 -3.41e-02 -1.09e-02  6.12e-02 -3.40e-02 -1.33e-02  3.02e-02 -8.84e-02
## 1899 -1.86e-02  1.23e-02  9.25e-03 -1.66e-03  3.10e-03  1.66e-02 -3.16e-02
## 1900 -2.30e-02  9.10e-03  1.89e-02  4.25e-03  3.79e-03  5.16e-04 -2.57e-02
## 1901  1.89e-02  6.77e-04 -2.75e-02 -5.26e-02  5.35e-02 -3.55e-03  7.30e-02
## 1902  3.00e-02 -2.79e-02 -2.01e-02 -1.56e-02 -1.04e-02  2.82e-02  4.61e-02
## 1903  5.51e-03 -5.58e-03 -4.69e-03 -6.64e-06  5.07e-03 -4.82e-03  2.07e-02
## 1904 -8.81e-02  2.94e-02  7.29e-02  1.31e-04  4.11e-02 -1.31e-02 -9.57e-02
## 1905 -1.06e-02  4.94e-03  8.77e-03 -2.10e-03  3.86e-03  2.19e-03 -1.18e-02
## 1906 -1.90e-03  1.95e-02 -1.04e-02 -6.64e-03  2.05e-02 -1.02e-02  3.00e-02
## 1907  2.76e-05 -2.03e-03  5.69e-04 -2.63e-03  1.04e-03  1.46e-03 -4.46e-03
## 1908  2.78e-03  3.77e-04 -4.15e-03 -1.59e-03  1.40e-03  1.44e-03  4.84e-03
## 1909  1.07e-03 -7.24e-04 -9.87e-04  2.50e-03  5.60e-03 -1.21e-02  1.46e-02
## 1910  8.09e-04  2.11e-03 -1.02e-03  8.67e-03 -3.77e-03 -5.50e-03  1.19e-02
## 1911 -1.61e-02  1.48e-02  8.71e-03 -1.80e-02  1.37e-02  1.29e-02 -3.11e-02
## 1912  9.42e-03 -9.91e-03 -6.51e-03  1.77e-02 -8.16e-03 -9.83e-03  3.02e-02
## 1913  1.54e-02 -5.46e-03 -1.26e-02  1.92e-03 -5.44e-03 -3.38e-03  1.74e-02
## 1914  8.33e-02  7.80e-03 -1.04e-01 -1.27e-02  6.67e-03  5.92e-03  1.13e-01
## 1915 -1.75e-03 -1.67e-03  3.91e-03 -1.13e-02 -1.65e-03  1.32e-02 -2.04e-02
## 1916 -3.92e-02  1.60e-02  4.68e-02 -2.06e-02  2.34e-02 -2.94e-02 -7.26e-02
## 1917  4.81e-03 -9.98e-04 -4.81e-03 -6.66e-04 -5.55e-04  3.94e-04  5.60e-03
## 1918  5.36e-02 -1.74e-02 -5.59e-02  2.11e-02 -2.27e-02  2.30e-03  6.68e-02
## 1919  8.70e-04  5.31e-05 -6.75e-04  1.44e-04 -4.83e-04 -2.69e-04  1.45e-03
## 1920  1.53e-02 -8.62e-03 -1.03e-02  6.72e-03 -1.92e-02  1.83e-02  3.61e-02
## 1921 -2.56e-02  4.24e-03  2.13e-02 -2.68e-02  2.19e-02  1.80e-02 -4.56e-02
## 1922  3.40e-02 -4.24e-02 -2.46e-03  5.86e-02 -6.82e-02 -1.56e-02  8.57e-02
## 1923  3.07e-02 -2.94e-02 -7.45e-03  8.39e-03 -3.23e-02  3.82e-03  5.07e-02
## 1924 -1.12e-03  9.76e-03 -1.24e-03 -1.85e-03  6.74e-04  1.38e-03  1.52e-02
## 1925  8.43e-03 -6.93e-03 -4.52e-03 -9.28e-04  9.22e-04 -7.49e-03  1.40e-02
## 1926  9.05e-03 -8.08e-03 -6.88e-03 -6.76e-03 -4.98e-03  1.82e-02  2.29e-02
## 1927 -2.12e-04  2.28e-03  7.64e-05  1.26e-02 -9.64e-03 -1.01e-04  1.49e-02
## 1928  1.26e-03 -1.38e-03 -2.90e-03 -3.19e-03  2.79e-03  8.50e-03  1.87e-02
## 1929  6.32e-02 -5.01e-02 -4.48e-02  4.68e-03 -4.64e-02  4.27e-02  8.18e-02
## 1930  3.39e-03 -3.66e-03 -1.84e-03 -8.57e-04  4.30e-04 -9.24e-04  6.53e-03
## 1931 -2.65e-03 -8.40e-04  3.97e-03  1.63e-03 -4.03e-03  2.84e-03 -7.69e-03
## 1932  2.55e-02 -2.82e-02 -4.17e-03 -1.47e-02 -8.56e-03 -1.73e-03  4.18e-02
## 1933 -7.70e-03  1.29e-02  4.56e-03  5.34e-03 -2.29e-03  6.65e-04  1.88e-02
## 1934  1.65e-03 -8.04e-03  5.34e-03 -7.94e-05 -6.78e-03  3.88e-03  1.41e-02
## 1935  4.48e-04  1.61e-03 -1.60e-03  8.01e-05 -7.01e-04  7.55e-04 -5.75e-03
## 1936  1.64e-02 -1.52e-02 -7.38e-03  2.36e-03 -8.91e-03 -3.76e-03  2.18e-02
## 1937  5.08e-04  4.48e-03  1.61e-03 -5.87e-03 -7.34e-04  2.98e-03  1.70e-02
## 1938 -2.55e-02  1.21e-02  2.10e-02  6.12e-03 -1.48e-02  2.94e-02 -4.79e-02
## 1939 -8.92e-02  6.10e-02  5.96e-02 -3.76e-02  6.33e-02  9.33e-03 -1.06e-01
## 1940 -6.22e-03 -4.62e-03  9.68e-03 -5.64e-03  4.83e-03  1.58e-03  1.59e-02
## 1941  4.67e-04  9.36e-04 -1.39e-03 -3.96e-03  5.71e-04  4.85e-03 -6.65e-03
## 1942 -1.78e-01 -3.09e-02  2.57e-01 -1.44e-02 -1.15e-02 -2.85e-02 -2.71e-01
## 1943 -7.56e-03  9.20e-03  3.35e-03  7.91e-03 -2.95e-03 -1.13e-03 -1.42e-02
## 1944  1.58e-03  4.60e-03 -1.60e-03 -6.05e-04 -4.58e-05 -2.71e-03  1.09e-02
## 1945 -6.57e-02  5.13e-02  3.37e-02 -9.48e-03  3.76e-02  1.62e-02 -7.76e-02
## 1946  1.68e-02  1.18e-02 -3.16e-02 -9.38e-03  7.75e-03  1.84e-02  4.07e-02
## 1947  4.38e-03 -4.69e-03 -2.97e-03  6.55e-03  2.36e-03 -1.10e-02  2.22e-02
## 1948 -2.89e-02  8.48e-03  3.41e-02 -2.61e-02  3.73e-03  2.33e-02 -5.55e-02
## 1949 -1.55e-03 -1.53e-02  1.34e-02 -6.62e-04 -2.87e-03 -5.45e-03  2.35e-02
## 1950 -2.85e-03 -2.77e-04  4.28e-03  9.35e-04 -1.98e-03 -1.55e-03 -9.40e-03
## 1951  2.85e-04  5.90e-04 -5.18e-04  1.48e-03  1.40e-03 -4.22e-03  4.88e-03
## 1952  2.34e-03 -1.51e-03 -1.70e-03  1.36e-04  4.85e-04 -2.25e-03  4.05e-03
## 1953  7.97e-03 -8.34e-03 -7.24e-03 -1.15e-02  4.28e-03  1.29e-02  2.27e-02
## 1954 -1.40e-03  7.61e-04  1.62e-03  4.28e-04  5.93e-04 -2.34e-03 -3.09e-03
## 1955  7.92e-03 -1.88e-02  1.29e-03 -1.14e-02 -9.90e-03  2.94e-02  3.93e-02
## 1956  1.00e-02 -1.37e-02 -1.99e-04 -4.13e-04  3.10e-03 -1.80e-02  3.13e-02
## 1957 -8.18e-03  2.39e-03  8.08e-03 -5.35e-03  2.91e-03  4.71e-03 -1.21e-02
## 1958  4.32e-02 -2.09e-02 -2.01e-02  2.68e-02 -4.05e-02 -2.22e-02  7.36e-02
## 1959  5.78e-03 -1.64e-02  9.01e-03  8.13e-04  2.42e-03 -2.64e-02  3.85e-02
## 1960  1.92e-02  2.37e-02 -3.03e-02  2.37e-03  1.41e-02 -2.82e-02  5.97e-02
## 1961  9.68e-03 -5.08e-03 -9.95e-03  9.28e-03 -2.05e-03 -6.71e-03  2.18e-02
## 1962  1.17e-01  1.30e-03 -1.32e-01  1.10e-02 -1.08e-02 -2.72e-02  1.50e-01
## 1963  4.39e-04 -7.55e-03  2.52e-03 -7.33e-03  2.45e-03  2.47e-03 -1.45e-02
## 1964  4.47e-03 -7.61e-04 -1.42e-03  3.82e-03 -2.75e-03 -8.76e-03  1.35e-02
## 1965 -3.39e-02 -5.17e-03  7.99e-02 -9.51e-02  2.06e-02 -5.91e-03 -1.68e-01
## 1966 -1.26e-02  1.23e-02  1.27e-02  4.71e-02 -4.44e-03 -5.50e-02  7.02e-02
## 1967  1.34e-02 -9.74e-04 -1.74e-02 -1.09e-02  1.34e-02 -3.81e-03  2.49e-02
## 1968 -1.29e-02  3.02e-03  1.01e-02 -6.71e-03  1.13e-02  3.69e-04 -1.76e-02
## 1969 -2.11e-02 -1.01e-02  4.12e-02 -2.98e-03 -4.08e-02  4.16e-02 -7.85e-02
## 1970 -6.98e-04  2.16e-03 -1.00e-04  5.20e-04  1.93e-04 -1.68e-04  2.78e-03
## 1971  3.38e-03  6.93e-03 -5.34e-03  6.02e-03 -1.53e-03 -5.99e-03  1.79e-02
## 1972 -1.04e-03  1.13e-03  1.91e-03 -5.16e-04 -6.12e-03  7.59e-03 -1.17e-02
## 1973 -1.64e-02  3.35e-02  2.85e-03 -4.28e-03  5.02e-02 -6.29e-02  8.08e-02
## 1974 -1.82e-02  8.44e-03  1.76e-02 -9.27e-03  4.36e-03  6.57e-03 -2.86e-02
## 1975 -3.10e-03  5.05e-04 -4.74e-04 -7.93e-03  5.51e-03  8.97e-03 -1.67e-02
## 1976  4.19e-03  8.05e-03 -9.57e-03  1.45e-03  4.65e-05 -2.43e-03 -1.82e-02
## 1977  1.74e-02 -1.32e-02 -1.27e-02 -5.59e-06 -1.23e-02  1.44e-02  2.45e-02
## 1978  1.01e-02 -9.05e-03 -4.59e-03 -3.62e-03 -4.76e-03  4.49e-03  1.44e-02
## 1979  3.27e-02 -2.02e-02 -2.48e-02 -5.72e-04 -7.85e-03 -5.24e-03  3.50e-02
## 1980 -1.28e-02 -1.51e-03  1.92e-02 -4.14e-03 -4.50e-03  4.92e-03 -2.45e-02
## 1981 -1.87e-02 -6.89e-03  3.09e-02 -1.27e-02  3.60e-04 -7.72e-04 -4.23e-02
## 1982  4.50e-03 -4.03e-03 -2.15e-03 -6.13e-04  2.91e-05 -2.74e-03  7.93e-03
## 1983 -3.88e-03  3.37e-03  2.66e-04 -1.74e-03  3.08e-03  2.61e-03 -1.13e-02
## 1984  1.77e-03  6.45e-03 -1.62e-02 -8.18e-02  5.97e-02  3.27e-02 -8.92e-02
## 1985  1.15e-03  2.65e-05 -1.38e-03 -3.66e-04  1.31e-04  3.89e-04  1.74e-03
## 1986 -9.95e-04  4.90e-03 -3.33e-03  2.89e-03 -3.17e-04  1.81e-03 -9.06e-03
## 1987 -5.37e-04  1.58e-04  2.47e-04  4.05e-04 -6.83e-04  9.82e-04 -2.48e-03
## 1988 -1.69e-03  6.47e-03 -4.64e-04  1.07e-02 -5.62e-03 -2.92e-03  1.37e-02
## 1989  1.23e-02 -1.82e-02  2.90e-03  3.16e-02 -1.96e-02 -3.23e-02  5.26e-02
## 1990  6.95e-04  2.91e-03 -2.94e-03 -1.89e-03 -1.33e-03  6.11e-03 -9.17e-03
## 1991 -3.96e-03 -1.59e-02  1.84e-02  8.46e-03 -7.02e-03 -1.01e-02  3.85e-02
## 1992 -4.60e-04  2.80e-04  4.77e-04  1.10e-04  6.26e-05 -3.59e-04 -7.24e-04
## 1993 -5.39e-03  1.32e-03  5.05e-03  4.01e-04 -7.60e-05  1.80e-03 -6.93e-03
## 1994 -5.92e-03 -4.85e-03  8.78e-03 -3.95e-04 -2.70e-03  3.74e-03 -1.53e-02
## 1995  9.47e-03 -9.00e-03 -8.94e-03  6.47e-03  2.98e-03 -8.76e-03  2.74e-02
## 1996 -1.92e-03 -1.65e-03  3.04e-03 -6.12e-05 -8.00e-05  9.61e-04  4.78e-03
## 1997 -6.67e-03  1.53e-02  2.18e-03  6.83e-03 -1.95e-03  2.33e-04  2.39e-02
## 1998 -2.45e-03  2.82e-03  3.11e-03  1.05e-02 -4.88e-03 -6.62e-03  1.40e-02
## 1999  2.04e-02 -2.48e-02  6.38e-04 -2.24e-02 -1.75e-02  2.74e-02  4.91e-02
## 2000  8.17e-04 -9.52e-04  2.77e-03  3.54e-03 -9.10e-03  4.71e-03  1.23e-02
## 2001  1.98e-02 -1.76e-02 -8.46e-03  2.59e-02 -2.42e-02 -8.71e-03  4.87e-02
## 2002 -5.11e-04  5.57e-04  4.43e-04  6.81e-04 -7.60e-04  2.69e-05 -1.75e-03
## 2003 -3.19e-04  3.20e-04 -3.71e-06  1.81e-05  3.95e-04 -1.57e-04 -7.02e-04
## 2004  2.56e-03 -8.41e-04 -2.39e-03  1.46e-03 -3.12e-04 -1.74e-03  5.26e-03
## 2005  2.07e-02 -3.68e-02  7.35e-03  3.05e-03 -2.24e-02 -7.07e-03  4.83e-02
## 2006  2.64e-03 -4.65e-03  9.17e-04  3.80e-04 -5.43e-03  3.97e-03  7.65e-03
## 2007 -3.41e-04 -3.48e-03  4.11e-03  6.85e-03 -5.49e-03 -4.85e-03  1.03e-02
## 2008  1.17e-03 -7.52e-03  1.07e-02  1.79e-02 -1.52e-02 -1.60e-02  3.40e-02
## 2009  5.79e-02 -2.06e-02 -6.40e-02  1.40e-02 -6.77e-03 -2.58e-03  7.87e-02
## 2010 -3.04e-02  3.12e-02  1.11e-02 -3.08e-03  2.91e-02 -1.92e-02 -5.27e-02
## 2011 -2.67e-03 -1.91e-02  1.45e-02  1.40e-03 -7.59e-03  8.73e-03  3.62e-02
## 2012  8.59e-02 -1.59e-02 -1.04e-01 -4.64e-02  2.50e-02  3.32e-02  1.18e-01
## 2013  4.05e-03  7.28e-04 -6.69e-03 -3.33e-03  2.48e-03  1.98e-03 -8.99e-03
## 2014  1.10e-02 -9.55e-03 -5.26e-03  1.30e-03 -3.83e-03 -5.66e-03  1.53e-02
## 2015  9.35e-03 -3.71e-03 -1.10e-02 -1.19e-02  1.56e-02 -3.14e-03  3.02e-02
## 2016 -4.95e-02  7.23e-03  3.17e-02  1.11e-01 -2.99e-02 -1.55e-02  1.52e-01
## 2017  1.44e-02 -7.72e-03 -8.58e-03  4.14e-04 -9.67e-03  3.26e-03  1.90e-02
## 2018 -3.06e-02  2.90e-02  1.41e-02  3.85e-03  1.20e-03  1.79e-02 -5.12e-02
## 2019  2.41e-03  2.70e-02 -2.26e-02  1.45e-02  4.80e-03 -1.25e-02 -4.53e-02
## 2020  1.26e-02 -1.24e-02 -8.72e-03  1.22e-03 -1.21e-02  1.86e-02  2.92e-02
## 2021  6.38e-03 -1.87e-02 -5.12e-03  8.52e-03  1.54e-02 -2.02e-02  5.68e-02
## 2022  1.08e-01 -3.18e-02 -1.04e-01 -5.23e-03 -2.17e-02  6.38e-03  1.17e-01
## 2023 -2.55e-03  1.20e-03  1.02e-03 -6.48e-03  7.10e-03 -9.86e-05 -8.51e-03
## 2024 -7.02e-03  2.54e-03  8.82e-03 -1.99e-03 -3.57e-03  5.72e-03 -1.37e-02
## 2025 -5.77e-03  5.15e-03  8.73e-04  3.54e-04  3.05e-03  4.00e-03 -1.05e-02
## 2026  5.15e-03 -2.77e-03 -6.86e-03 -3.55e-03  2.69e-03  5.48e-03  1.24e-02
## 2027  3.16e-02 -4.11e-03 -6.00e-02  5.34e-02  8.75e-04 -7.91e-03  1.20e-01
## 2028  1.67e-03 -1.81e-03 -1.88e-04 -1.02e-04 -1.10e-03 -6.35e-04  2.81e-03
## 2029 -3.56e-03 -6.95e-03  1.18e-02  5.78e-03  4.82e-03 -2.07e-02  3.75e-02
## 2030 -3.04e-03 -7.91e-04  1.98e-03 -1.46e-02  1.24e-02  1.93e-03 -1.73e-02
## 2031  1.28e-03  3.30e-03 -4.41e-03 -2.75e-03  1.87e-03  3.24e-03 -7.89e-03
## 2032  1.34e-03  1.16e-02 -3.47e-03 -3.95e-03 -2.05e-03  5.34e-03  2.12e-02
## 2033  3.35e-03 -1.91e-03 -3.23e-03 -1.92e-03  7.17e-04  2.07e-03  6.40e-03
## 2034 -2.13e-03 -1.20e-03  5.66e-03  1.91e-03 -1.07e-02  1.19e-02  1.65e-02
## 2035  3.56e-03 -7.80e-03  7.65e-03  3.34e-02 -1.06e-02 -4.58e-02  5.76e-02
## 2036  8.19e-02 -5.90e-02 -5.48e-02 -3.91e-02 -5.81e-03  8.78e-03  9.36e-02
## 2037 -7.58e-05  4.73e-04 -2.14e-04  1.24e-04  3.07e-05 -9.16e-05 -8.62e-04
## 2038  1.14e-02 -2.17e-02  5.58e-03  3.56e-03 -2.27e-02  1.02e-02  3.16e-02
## 2039 -4.90e-03  4.28e-03  4.68e-03  2.26e-03 -1.28e-03 -2.43e-03 -8.97e-03
## 2040 -6.94e-03 -1.29e-02  3.49e-03  6.32e-03  2.31e-02 -1.55e-02  6.08e-02
## 2041 -8.97e-04  7.17e-03  2.65e-03 -1.95e-03 -5.18e-03  3.87e-03  1.86e-02
## 2042  1.26e-03 -1.02e-03 -8.88e-04  5.30e-04 -9.48e-04  3.00e-04  1.67e-03
## 2043  5.64e-02 -3.94e-02 -3.51e-02 -6.39e-04 -2.70e-02  1.57e-03  6.11e-02
## 2044 -3.64e-03 -1.27e-02  1.49e-02  1.08e-02 -1.33e-02 -1.50e-03  2.60e-02
## 2045 -3.81e-03  6.06e-03  2.40e-03 -2.08e-03  1.27e-03  2.16e-03  8.72e-03
## 2046  1.32e-02 -1.61e-02  1.20e-03  1.28e-02 -1.44e-02 -1.54e-02  3.68e-02
## 2047  6.62e-02 -4.47e-02 -4.99e-02  8.54e-03 -2.57e-02  7.20e-04  7.65e-02
## 2048  7.16e-02 -2.02e-02 -7.38e-02 -7.96e-04  1.81e-02 -4.55e-02  1.01e-01
## 2049 -2.10e-03 -3.89e-03  5.26e-03  4.30e-03 -8.71e-04 -5.75e-03  1.11e-02
## 2050  2.05e-02 -2.47e-03 -3.05e-02  5.21e-02 -1.97e-02 -1.67e-02  7.21e-02
## 2051 -1.07e-02  4.21e-02 -2.26e-02 -9.57e-03  1.48e-02  2.72e-02 -6.84e-02
## 2052  9.85e-03 -1.36e-02 -3.80e-03 -1.27e-03 -3.24e-03  4.14e-03  2.37e-02
## 2053  5.77e-04 -2.50e-04 -5.49e-04 -2.98e-04 -1.13e-04  5.31e-04  8.49e-04
## 2054  1.53e-02 -1.75e-02 -4.85e-03  6.97e-03 -1.02e-02 -7.71e-03  2.58e-02
## 2055 -1.51e-03  3.63e-04  1.50e-03 -6.40e-04  7.83e-04 -1.29e-03 -5.36e-03
## 2056 -9.43e-03  5.79e-04  1.70e-02  5.09e-03 -2.04e-02  1.18e-02 -3.41e-02
## 2057  1.49e-02 -1.23e-02 -7.81e-03  7.39e-03 -4.34e-03 -1.43e-02  2.78e-02
## 2058 -2.71e-03  3.50e-03  1.28e-04  1.91e-03  2.60e-03 -3.30e-03 -5.81e-03
## 2059  6.87e-03 -1.00e-02 -4.74e-03  3.32e-03 -4.45e-03  5.35e-03  1.78e-02
## 2060 -2.54e-02 -1.16e-02  3.53e-02  3.77e-02 -1.49e-02 -1.58e-02  6.21e-02
## 2061 -7.49e-03  1.33e-02 -2.90e-03 -9.89e-03  1.10e-02  8.31e-03 -2.49e-02
## 2062  2.99e-02 -1.43e-02 -2.30e-02  9.26e-03 -1.40e-02 -8.38e-03  3.53e-02
## 2063 -1.62e-04 -1.10e-04  1.70e-04 -3.69e-05  2.78e-04 -1.66e-04  5.73e-04
## 2064 -3.82e-02  4.20e-02  1.57e-02  4.52e-02 -1.11e-02  5.87e-03  6.94e-02
## 2065 -1.40e-02 -2.11e-02  1.38e-02 -3.68e-02  4.44e-02 -7.65e-03 -7.08e-02
## 2066 -7.63e-03 -6.59e-03  4.10e-02 -4.03e-02  6.94e-02 -1.61e-01 -2.06e-01
## 2067  2.24e-02 -2.12e-02 -1.16e-02 -2.33e-02  1.47e-02 -2.26e-02 -5.05e-02
## 2068  2.17e-02 -7.46e-04 -2.15e-02 -3.77e-03 -1.09e-04 -5.01e-03  2.89e-02
## 2069 -3.29e-03 -2.35e-02  1.08e-02 -6.12e-03 -5.66e-03  1.85e-02 -4.16e-02
## 2070  1.13e-03 -2.54e-03 -7.39e-04 -4.62e-04 -1.35e-03  2.75e-03 -5.24e-03
## 2071  1.81e-02 -4.24e-02  6.80e-03 -1.58e-02 -4.09e-02  5.38e-02 -7.46e-02
## 2072  1.09e-02  4.85e-03  3.03e-03  1.20e-02 -1.24e-02 -3.31e-02  6.14e-02
## 2073  8.01e-05 -4.88e-04  7.04e-04  6.04e-04 -7.84e-04 -8.42e-04  1.72e-03
## 2074  1.29e-02 -1.21e-02 -4.43e-03  1.06e-02 -1.12e-03 -2.68e-02  3.66e-02
## 2075 -1.26e-02  3.41e-02 -2.31e-02 -2.27e-03  3.39e-02  3.44e-03 -5.85e-02
## 2076  3.38e-02 -3.00e-02 -3.20e-02 -3.26e-03 -1.27e-03  2.97e-04 -5.22e-02
## 2077 -1.79e-03  6.69e-03 -8.62e-04  2.93e-03 -1.31e-03  3.95e-04  8.19e-03
## 2078  2.29e-03 -2.08e-03 -7.83e-04 -2.88e-03  5.90e-04 -8.91e-04 -4.77e-03
## 2079 -5.06e-02  2.10e-02  6.38e-02  8.01e-02 -2.78e-02 -7.28e-02  1.17e-01
## 2080 -5.13e-02 -5.87e-03  5.97e-02  2.91e-03  9.98e-03 -1.30e-02 -7.10e-02
## 2081  1.74e-03 -1.46e-03 -1.56e-03 -1.46e-03 -9.08e-04  3.00e-03 -3.89e-03
## 2082 -6.07e-03  3.66e-02 -1.04e-03 -2.47e-03 -8.36e-03  1.46e-02  5.97e-02
## 2083 -2.15e-02  2.62e-02  1.53e-02  1.33e-02  2.40e-03 -1.47e-02  3.59e-02
## 2084  9.22e-03  5.35e-04 -1.06e-02  2.84e-03 -5.63e-03  3.30e-04 -1.57e-02
## 2085  4.88e-03 -2.40e-03 -6.19e-03 -7.86e-03  3.27e-03  4.74e-03 -1.38e-02
## 2086  5.31e-03 -5.43e-03 -1.02e-02  6.27e-03  6.86e-03 -1.02e-02 -2.52e-02
## 2087  2.92e-02 -5.54e-02  7.37e-03  4.10e-02 -7.42e-02  7.88e-03 -8.60e-02
## 2088  7.58e-04 -1.71e-04 -1.09e-03  1.80e-04  1.12e-04 -1.89e-04 -1.40e-03
## 2089  2.99e-02 -2.45e-02 -2.37e-02  8.80e-03 -2.25e-02  9.58e-03 -4.20e-02
## 2090  6.03e-02 -6.98e-02 -2.91e-02  2.37e-02 -5.91e-02  1.03e-02 -8.94e-02
## 2091  5.09e-03  4.19e-03 -9.65e-03 -9.36e-04  4.29e-03 -5.90e-03 -1.73e-02
## 2092 -7.44e-03  8.93e-03  8.31e-03 -5.35e-03  4.27e-04  3.53e-03  1.90e-02
## 2093  1.58e-03 -1.45e-03 -1.40e-03  1.83e-03 -1.91e-03 -9.18e-06 -3.72e-03
## 2094 -3.65e-03  8.43e-03 -2.72e-03  6.54e-03  6.89e-03 -1.54e-02 -2.19e-02
## 2095  7.23e-03  4.76e-03 -1.26e-02  7.25e-03 -9.79e-03  8.40e-03 -2.20e-02
## 2096  2.47e-03  1.38e-02 -1.96e-02 -1.67e-03  7.21e-03  1.17e-02 -3.58e-02
## 2097  1.25e-04  2.63e-03 -2.23e-03  2.91e-03 -1.87e-03 -2.28e-04 -8.71e-03
## 2098  9.91e-03 -3.40e-03 -1.78e-02  1.07e-02  2.39e-03 -6.92e-03 -2.99e-02
## 2099  3.84e-03 -1.30e-03 -2.57e-03  1.23e-02 -8.47e-03 -9.93e-03 -1.87e-02
## 2100  9.20e-03  2.74e-03 -2.01e-02  1.67e-02 -4.28e-03 -3.56e-03 -3.55e-02
## 2101  9.11e-03 -1.34e-02 -6.77e-03 -1.78e-02  1.00e-02  5.29e-03 -2.49e-02
## 2102  2.73e-03 -2.99e-03 -2.77e-03  4.30e-03 -9.00e-04 -5.48e-03 -1.03e-02
## 2103  5.08e-03 -6.44e-04 -8.12e-03  1.93e-03 -5.93e-04  1.10e-03 -1.14e-02
## 2104  7.62e-04  3.59e-04 -1.31e-03  7.46e-04 -1.30e-04 -5.93e-04 -1.89e-03
## 2105  4.99e-03  5.63e-03 -1.29e-02  1.02e-02 -2.65e-03 -2.30e-03 -2.20e-02
## 2106  1.94e-02 -2.99e-02 -1.14e-02  1.09e-02 -9.05e-03 -9.46e-03 -4.19e-02
## 2107  2.13e-02  3.05e-02 -5.60e-02  1.43e-02  1.29e-02 -6.42e-03 -7.20e-02
## 2108  1.75e-03  4.24e-03 -7.33e-03  1.31e-03  2.08e-03  7.46e-04 -1.25e-02
## 2109  1.65e-03 -1.58e-03 -1.16e-03 -2.74e-04 -1.16e-03  7.55e-04 -3.54e-03
## 2110 -4.64e-03  9.75e-03 -8.78e-04  7.93e-03 -1.27e-03 -4.96e-03 -1.76e-02
## 2111 -1.29e-03  3.71e-03 -3.23e-04 -8.78e-03  1.23e-02 -1.68e-02 -3.57e-02
## 2112 -8.24e-03  1.06e-02  7.67e-03  2.71e-03  1.20e-02 -3.28e-02 -3.87e-02
## 2113  3.38e-03 -3.38e-04 -5.35e-03 -1.48e-02  9.66e-03  1.93e-03 -2.20e-02
## 2114 -1.62e-02  1.17e-02  8.88e-03 -2.25e-02  1.91e-02  9.52e-03 -3.68e-02
## 2115  7.18e-03  1.60e-03 -9.78e-03  2.54e-03  8.11e-04 -7.46e-03 -1.57e-02
## 2116 -6.30e-03  9.61e-03  8.42e-03 -1.89e-02  1.58e-02 -1.84e-02 -4.45e-02
## 2117 -1.49e-02  2.64e-03  2.25e-02 -1.16e-02  6.28e-03 -1.18e-02 -3.81e-02
## 2118  1.63e-04  7.55e-04 -6.92e-04 -8.43e-04  3.46e-04  1.42e-03  2.08e-03
## 2119  5.32e-03 -7.94e-03 -2.25e-03  1.15e-03 -4.27e-03  9.80e-04 -9.48e-03
## 2120  5.86e-03  9.55e-04 -6.55e-03  2.04e-03 -9.99e-04 -7.33e-03 -1.56e-02
## 2121  2.30e-03 -2.18e-03 -2.53e-03  1.66e-03  5.46e-04 -3.24e-03 -6.22e-03
## 2122  2.89e-04 -1.28e-03 -4.29e-04 -3.99e-03  2.07e-03  4.66e-03  7.58e-03
## 2123 -2.50e-02  1.38e-02  1.36e-02  1.74e-02  1.95e-02 -3.31e-02 -4.58e-02
## 2124 -3.24e-03  1.14e-03  4.66e-03 -1.96e-03 -2.35e-03  6.36e-03  1.03e-02
## 2125  1.61e-03  1.00e-02 -6.98e-03  4.43e-03  1.29e-04 -7.39e-03 -2.06e-02
## 2126  1.07e-04  2.17e-04 -1.03e-04 -7.96e-05 -5.76e-05  2.77e-04  1.19e-03
## 2127 -7.42e-04 -1.33e-02  6.32e-03  5.49e-03 -5.42e-04 -1.24e-02 -2.50e-02
## 2128  3.30e-03 -2.13e-03 -1.44e-03 -1.11e-03 -5.38e-03  4.16e-03 -1.06e-02
## 2129 -3.58e-04  6.27e-04 -3.85e-04 -1.30e-04  6.05e-04  1.02e-03  2.23e-03
## 2130  5.12e-03 -2.35e-03 -1.83e-03  1.64e-02 -6.30e-03 -2.91e-02 -4.06e-02
## 2131  8.00e-04  1.50e-03 -1.56e-03  2.16e-04  1.58e-03 -4.38e-03 -6.52e-03
## 2132  1.63e-03 -1.37e-03 -2.62e-03  2.88e-03  1.68e-03 -2.93e-03  8.93e-03
## 2133  4.64e-04 -2.75e-04  3.19e-05  6.04e-05 -2.06e-03  2.89e-03  3.62e-03
## 2134 -1.20e-04  2.21e-03 -9.23e-04 -1.99e-03 -3.26e-03  1.15e-02  1.36e-02
## 2135  5.68e-02 -2.23e-02 -3.38e-02  3.67e-03 -5.54e-02  3.05e-02  8.29e-02
## 2136 -4.97e-04  2.93e-03 -2.78e-04 -1.62e-03  1.27e-03  3.90e-04  4.87e-03
## 2137  5.97e-03 -1.82e-03 -6.36e-03  6.56e-03 -1.82e-03 -1.09e-02 -1.80e-02
## 2138  6.90e-03 -5.21e-03 -7.41e-03  3.65e-03 -3.80e-03  3.63e-04 -1.40e-02
## 2139 -1.40e-02  1.25e-02  1.67e-02 -3.14e-02  1.72e-02 -3.55e-03 -5.38e-02
## 2140 -8.47e-04  3.91e-03  2.26e-03  3.65e-04  2.02e-03 -1.38e-02 -2.03e-02
## 2141 -2.56e-03  3.10e-03  1.43e-03  1.69e-03 -3.74e-04  4.81e-04  4.21e-03
## 2142  1.68e-04 -8.45e-05 -1.66e-04  4.74e-04 -2.71e-04 -3.95e-04 -8.19e-04
## 2143 -2.04e-03  5.08e-04  2.37e-03 -3.14e-03  1.34e-04  5.99e-03  8.70e-03
## 2144 -1.36e-04  7.62e-05  1.28e-04  1.14e-04 -2.35e-06 -1.43e-04 -2.18e-04
## 2145 -1.55e-02  8.71e-03  1.60e-02  1.57e-03  4.58e-03 -1.56e-02 -3.06e-02
## 2146  5.41e-03  3.05e-04 -7.57e-03  2.54e-03 -2.10e-03 -1.67e-04 -1.02e-02
## 2147 -1.80e-03  7.31e-03  2.29e-03 -1.91e-02  1.05e-02 -3.31e-03 -3.18e-02
## 2148  1.86e-02 -2.20e-02 -1.06e-02 -4.77e-03 -3.81e-03 -1.50e-03 -2.69e-02
## 2149  7.38e-04  6.57e-04 -5.42e-04  6.35e-04 -1.20e-04 -3.09e-03 -4.80e-03
## 2150  2.82e-04  5.22e-04 -1.18e-03 -3.01e-03  5.10e-03 -4.73e-03 -8.04e-03
## 2151  3.37e-03 -6.38e-03 -1.58e-03  7.93e-03 -1.12e-02  3.16e-03 -2.08e-02
## 2152  1.20e-02 -1.76e-02 -6.94e-03  9.71e-03 -1.74e-02  8.27e-03 -3.01e-02
## 2153 -1.99e-04  4.75e-04  3.65e-03 -2.46e-03  4.41e-04 -9.38e-03 -1.84e-02
## 2154  7.32e-04  8.42e-03 -8.42e-03 -6.26e-03  1.38e-03  2.21e-02  2.93e-02
## 2155 -2.37e-02 -1.06e-02  2.72e-02  4.74e-03  2.15e-02 -2.23e-02  5.42e-02
## 2156  2.17e-02 -3.01e-02 -3.87e-03  2.14e-02 -2.63e-02 -7.85e-03  4.52e-02
## 2157  6.43e-02 -7.18e-03 -6.79e-02 -4.95e-02  5.67e-03  2.31e-02 -9.38e-02
## 2158 -2.60e-03 -1.05e-03  4.51e-03 -1.06e-03  9.30e-04 -1.32e-03  5.94e-03
## 2159 -1.04e-03 -1.88e-03  2.33e-03  1.31e-04  2.33e-04 -4.44e-04  4.68e-03
## 2160 -1.18e-02 -1.94e-03  3.14e-02 -2.72e-02 -3.42e-02  5.59e-02 -8.60e-02
## 2161 -4.34e-02 -1.18e-02  4.77e-02  2.40e-02  1.03e-02 -1.51e-02  7.84e-02
## 2162 -5.75e-03  7.32e-03  3.77e-03  7.18e-03 -3.00e-03 -1.78e-03  1.11e-02
## 2163  1.16e-02  1.59e-02 -2.35e-02  5.30e-03 -1.91e-03 -2.08e-03 -3.57e-02
## 2164 -4.34e-02  7.80e-03  3.61e-02  1.80e-02  3.00e-02 -3.41e-02  6.83e-02
## 2165 -1.96e-02  5.85e-03  3.13e-02 -9.93e-03 -1.24e-02  2.38e-02  5.45e-02
## 2166 -2.35e-02 -3.52e-03  2.33e-02  5.46e-02 -2.58e-02 -3.32e-03  7.20e-02
## 2167 -1.53e-02 -2.61e-02  3.55e-02 -1.55e-02  2.47e-02 -3.09e-02  6.72e-02
## 2168 -1.10e-03 -9.63e-04  1.95e-03 -1.03e-03 -1.41e-04  1.82e-03  3.59e-03
## 2169 -3.92e-04 -5.09e-03  4.66e-03  8.02e-04 -2.35e-03 -1.50e-03  8.13e-03
## 2170 -3.44e-03 -1.77e-04  4.00e-03 -2.05e-03  4.66e-03 -3.26e-03  7.76e-03
## 2171 -7.94e-03 -1.31e-02  1.71e-02  1.36e-03 -6.10e-04 -3.28e-03  2.56e-02
## 2172  1.18e-03 -2.07e-03 -5.58e-04  2.45e-06  4.19e-04 -5.19e-04  3.62e-03
## 2173 -8.60e-03 -1.93e-03  1.17e-02 -7.77e-03  5.15e-03  4.30e-03  1.77e-02
## 2174  5.70e-02 -6.24e-02 -2.36e-02 -2.93e-02  1.10e-03 -1.27e-02  8.47e-02
## 2175 -4.34e-03 -4.54e-03  1.17e-02 -1.94e-03 -5.70e-03  4.95e-03  1.81e-02
## 2176 -9.70e-02  3.02e-02  6.35e-02  9.85e-02  5.49e-02 -1.02e-01  1.92e-01
## 2177  8.92e-04  1.46e-03 -2.12e-03  3.18e-05 -1.11e-04  6.05e-04 -3.55e-03
## 2178 -1.87e-02 -2.57e-02  3.54e-02  1.12e-02 -2.23e-03 -8.63e-03  5.90e-02
## 2179 -6.18e-04 -5.64e-03  5.08e-03  4.90e-04 -9.86e-04 -1.52e-03  1.26e-02
## 2180 -1.66e-02 -1.97e-02  3.58e-02  4.77e-03 -3.46e-03 -1.44e-02  4.62e-02
## 2181  4.69e-03 -7.14e-03 -2.63e-03 -5.95e-03  5.16e-03 -6.66e-04  1.28e-02
## 2182  7.69e-05 -1.40e-03  1.06e-03  1.87e-04 -5.18e-04 -5.52e-04  2.25e-03
## 2183  3.62e-02 -4.68e-02 -2.63e-03  5.88e-03 -5.25e-02  2.95e-02  6.84e-02
## 2184  3.07e-02 -1.52e-02 -2.11e-02 -1.66e-02 -4.94e-03  7.96e-03  3.87e-02
## 2185  1.17e-02 -2.53e-02  7.47e-03 -1.20e-02 -2.77e-03 -4.58e-03  3.64e-02
## 2186 -1.94e-03  1.94e-03  4.62e-04  1.52e-04  1.09e-03  6.10e-04 -2.91e-03
## 2187 -8.34e-04 -4.81e-03  5.49e-03  6.59e-03 -8.33e-03  1.31e-03  1.32e-02
## 2188  1.05e-02 -1.50e-02 -9.42e-04 -2.80e-03 -4.89e-03 -5.60e-04  1.95e-02
## 2189 -1.26e-02  9.21e-02 -2.17e-02 -2.20e-03  4.22e-03  1.14e-02  1.15e-01
## 2190  1.25e-02 -3.59e-03  2.62e-03 -1.19e-02 -1.92e-02  1.46e-02  4.55e-02
## 2191  1.09e-02 -1.17e-02 -2.51e-03 -7.89e-03 -7.07e-03  8.95e-03  1.83e-02
## 2192  1.36e-04  1.36e-02  1.93e-03 -6.03e-03 -7.70e-03  8.61e-03  3.40e-02
## 2193  2.04e-03 -3.56e-03  6.06e-04 -6.56e-04 -4.07e-03  4.54e-03  6.70e-03
## 2194 -2.29e-03  1.28e-03  1.62e-03  3.32e-04  1.50e-03 -2.11e-03 -4.12e-03
## 2195  9.58e-03 -1.52e-02  3.13e-03 -1.39e-02 -5.33e-03  9.38e-03  2.64e-02
## 2196  1.32e-02 -3.79e-02  2.01e-02  9.26e-03 -4.00e-02  9.89e-03  5.89e-02
## 2197  1.54e-02 -2.87e-02  7.75e-03 -1.70e-02 -1.02e-02  6.45e-03  4.10e-02
## 2198  1.07e-03 -4.15e-03  1.81e-03  2.02e-03 -3.37e-03 -5.07e-05  5.88e-03
## 2199 -1.00e-02  1.34e-02 -1.34e-04 -3.09e-03  1.80e-02 -1.20e-02 -2.41e-02
## 2200  4.56e-03 -1.24e-02  3.57e-03 -7.85e-04 -8.00e-03  6.15e-03  1.64e-02
## 2201  2.75e-03  3.71e-03 -2.32e-03 -2.55e-03 -2.10e-03  3.11e-03  1.18e-02
## 2202  3.91e-04  6.28e-03 -6.10e-03 -3.11e-03  2.67e-03  5.61e-03 -1.31e-02
## 2203  8.86e-03 -7.94e-03 -3.82e-04 -4.27e-03 -7.62e-03  3.84e-03  1.90e-02
## 2204 -1.44e-02  1.54e-02  5.13e-03  3.80e-03  7.36e-03 -1.74e-03 -1.82e-02
## 2205 -2.77e-03  8.56e-04  3.58e-03 -8.85e-04 -2.39e-03  7.14e-03  1.16e-02
## 2206 -6.61e-05 -7.98e-04  7.10e-04 -2.21e-04 -5.54e-04  1.02e-03  2.27e-03
## 2207  7.85e-03 -1.49e-02  3.20e-03 -7.55e-03 -2.81e-03 -1.27e-04  2.04e-02
## 2208  3.13e-04 -2.92e-03  2.43e-03 -2.01e-03 -2.02e-03  4.71e-03  1.03e-02
## 2209 -2.30e-02  3.89e-02  3.41e-04  1.05e-02  1.41e-02  2.86e-03  4.82e-02
## 2210 -9.96e-03  1.12e-02  1.63e-03  1.51e-02  1.90e-03 -1.15e-02 -2.32e-02
## 2211 -7.09e-04  1.40e-02 -1.09e-02  2.69e-03  4.73e-03  1.92e-03 -2.00e-02
## 2212 -3.29e-04  3.67e-04  1.53e-04  1.10e-04  1.52e-04 -2.00e-04 -5.09e-04
## 2213 -1.73e-03  9.53e-03 -5.85e-04  2.40e-02 -1.77e-02 -2.30e-03  2.78e-02
## 2214 -1.98e-03  1.59e-03  1.11e-03  2.12e-03 -6.83e-04 -3.12e-04 -3.32e-03
## 2215  5.15e-03 -1.52e-02  8.06e-03 -9.00e-03 -6.86e-03  6.33e-03  2.41e-02
## 2216  1.87e-02 -2.23e-02 -6.40e-03 -1.67e-02 -4.83e-03  1.32e-02  3.01e-02
## 2217  2.09e-02 -1.87e-02 -9.44e-03 -1.35e-02 -1.08e-02  1.73e-02  3.07e-02
## 2218 -3.64e-04  4.49e-03 -3.82e-03  1.36e-03  3.32e-03 -2.15e-03 -7.36e-03
## 2219  1.15e-03 -6.21e-03  2.83e-03 -2.68e-04  2.98e-04 -3.53e-03  9.74e-03
## 2220  5.49e-03 -2.36e-02  1.05e-02 -8.36e-03 -4.63e-03  2.61e-03  3.02e-02
## 2221 -7.07e-03  7.16e-03  3.78e-03  1.42e-03  7.17e-04  4.46e-04 -1.19e-02
## 2222  2.39e-02 -3.81e-02  1.62e-03  6.06e-03 -2.32e-02 -6.19e-03  4.54e-02
## 2223  1.07e-03 -1.12e-03 -3.64e-04 -2.66e-04 -5.04e-04  2.47e-06  1.38e-03
## 2224  1.42e-03 -1.55e-03  2.62e-03 -2.03e-03 -5.74e-03  5.32e-03  1.13e-02
## 2225 -8.84e-04  8.26e-04 -7.33e-05  8.12e-05  1.08e-03 -1.43e-04 -1.93e-03
## 2226 -2.68e-03  5.72e-03 -1.07e-03  3.45e-03 -3.94e-04  3.21e-04 -8.09e-03
## 2227  2.07e-02 -2.64e-02 -1.95e-03  9.95e-06 -2.31e-02  9.71e-03  3.45e-02
## 2228 -7.31e-06  6.01e-04 -4.16e-04  2.89e-04 -5.76e-05  5.11e-05 -9.42e-04
## 2229  2.31e-02 -2.76e-02 -3.12e-04 -1.55e-02 -2.10e-02  1.96e-02  4.60e-02
## 2230  1.40e-02 -3.87e-02  1.59e-02 -7.60e-03 -1.67e-02  9.25e-04  5.23e-02
## 2231 -1.45e-03  2.86e-03  1.01e-03  2.28e-03 -2.21e-03  1.58e-03  6.61e-03
## 2232  7.07e-03 -2.21e-02  6.59e-03 -8.43e-03 -1.26e-02  2.27e-02  3.76e-02
## 2233 -2.79e-03  6.60e-03 -2.35e-03  4.08e-03  2.99e-03 -3.98e-03 -9.82e-03
## 2234 -1.34e-03  1.63e-03  1.51e-04  6.14e-04  9.04e-04 -3.62e-04 -2.12e-03
## 2235  5.17e-03 -2.80e-02  1.27e-02 -2.39e-02 -6.90e-03  3.12e-02  5.07e-02
## 2236  7.87e-03 -2.84e-03 -5.81e-03 -3.46e-03 -1.74e-03  2.40e-03  1.08e-02
## 2237  1.38e-02 -1.91e-02 -1.59e-03  1.92e-03 -6.96e-03 -6.32e-03  2.93e-02
## 2238  1.74e-02 -4.79e-02  1.18e-02 -1.16e-02 -1.90e-02  2.05e-02  6.19e-02
## 2239  4.57e-05 -1.32e-04 -4.30e-05 -4.26e-04  3.27e-04  6.26e-05 -4.92e-04
## 2240 -7.00e-03  4.66e-03  3.05e-03  6.58e-03  9.56e-04 -2.69e-03 -1.15e-02
## 2241  2.24e-04 -3.43e-03  3.57e-03 -3.97e-03 -3.36e-04  1.92e-03  9.64e-03
## 2242  9.36e-04  5.49e-03 -2.32e-03  8.61e-03 -2.44e-03 -6.85e-03  1.63e-02
## 2243 -1.42e-04 -1.60e-02  1.50e-02 -4.50e-03 -5.09e-03 -2.44e-03  2.75e-02
## 2244 -6.76e-03  3.01e-03  7.60e-03  9.20e-03 -5.69e-03  4.35e-04  1.71e-02
## 2245  2.18e-03 -3.07e-03  2.71e-04 -1.94e-04 -1.88e-03  6.37e-05  5.12e-03
## 2246  2.20e-03 -2.69e-03  3.48e-04 -1.95e-03 -1.18e-03  3.28e-04  4.96e-03
## 2247  1.38e-03 -5.39e-04  4.36e-05 -1.08e-03 -1.31e-03  5.47e-04  3.94e-03
## 2248  1.25e-04 -9.62e-04  5.52e-04 -3.03e-04 -4.51e-04  5.37e-04  1.36e-03
## 2249 -3.47e-05 -6.21e-03  4.85e-03 -7.95e-04 -2.81e-03  3.04e-03  1.33e-02
## 2250 -1.00e-02  7.10e-03  4.83e-03  5.05e-03 -2.89e-04  4.33e-03 -1.50e-02
## 2251  1.72e-02 -2.73e-02  4.49e-03 -1.96e-02 -3.62e-03  7.90e-04  4.22e-02
## 2252  2.57e-03 -3.63e-03  6.55e-04 -2.61e-03 -1.14e-03  2.29e-04  6.04e-03
## 2253  6.76e-03 -7.03e-03 -3.82e-04 -3.15e-03 -7.12e-04 -6.26e-03  1.44e-02
## 2254  9.73e-03  1.86e-02 -3.37e-02 -8.82e-04  3.88e-03  2.54e-02 -5.18e-02
## 2255 -2.78e-02  2.39e-02  9.83e-03  1.16e-02  9.96e-03 -6.85e-04 -4.14e-02
## 2256  5.91e-03 -9.16e-05 -8.92e-03 -3.65e-03 -6.82e-04  6.99e-03 -1.52e-02
## 2257 -1.26e-03  4.56e-03 -3.12e-03  2.60e-03 -2.27e-03  6.77e-03 -1.11e-02
## 2258 -2.65e-04  1.15e-04  7.99e-06  2.04e-04  1.71e-04 -3.07e-06 -7.04e-04
## 2259  2.80e-03 -2.61e-03 -3.74e-03 -2.20e-03  2.42e-03  2.96e-04 -7.60e-03
## 2260  5.62e-03 -5.50e-04 -1.63e-03 -3.61e-04 -5.17e-03 -9.97e-04  1.40e-02
## 2261 -1.17e-02 -7.09e-03  4.91e-03  3.60e-03  1.14e-02  4.69e-04 -3.92e-02
## 2262  3.63e-03 -8.43e-03  6.64e-03  7.26e-04 -7.86e-03 -4.68e-03  1.87e-02
## 2263 -1.45e-02  1.04e-02  5.47e-03  5.33e-03 -4.17e-03  1.80e-02 -3.18e-02
## 2264 -1.63e-02  1.88e-02  4.20e-04  6.42e-03  8.11e-03  5.45e-03 -2.94e-02
## 2265  8.03e-03  1.75e-03 -1.41e-02 -2.89e-04 -2.85e-03  1.14e-02 -2.01e-02
## 2266  6.53e-03 -3.80e-03  7.17e-05 -1.88e-03 -2.65e-03 -7.20e-03  1.79e-02
## 2267 -2.71e-02  2.33e-02  2.10e-02 -3.13e-02  7.57e-02 -7.02e-02  1.02e-01
## 2268  4.99e-03  7.70e-03 -2.61e-02  1.55e-02 -3.24e-03  1.96e-02 -5.38e-02
## 2269  1.18e-02 -5.16e-03 -1.96e-02  4.44e-03 -7.56e-03  1.77e-02 -3.67e-02
## 2270 -2.43e-02  1.78e-02  3.02e-03  5.48e-03  1.51e-02  1.10e-02 -4.79e-02
## 2271 -7.92e-03  1.47e-02 -5.81e-03  1.17e-02 -2.60e-03  1.02e-02 -2.95e-02
## 2272  6.76e-03 -1.31e-02  3.30e-03 -3.34e-03  1.32e-03 -1.13e-02  2.37e-02
## 2273  3.99e-04  2.16e-04 -1.94e-03  5.02e-04 -4.72e-04  2.73e-03 -5.06e-03
## 2274 -3.07e-03  4.20e-03 -1.20e-03  3.49e-03 -7.91e-04  3.74e-03 -1.01e-02
## 2275 -2.25e-03 -1.83e-03  7.63e-03 -1.99e-03  1.92e-03 -7.94e-03  1.65e-02
## 2276 -1.15e-02  2.29e-02 -7.37e-03  2.76e-02 -1.85e-02  1.98e-02 -5.43e-02
## 2277 -8.68e-04  2.61e-03  1.43e-05  2.30e-05  5.48e-04 -5.13e-04  3.13e-03
## 2278 -1.08e-02  9.03e-03  3.02e-03 -8.02e-03  8.48e-03  1.13e-02 -2.22e-02
## 2279 -1.09e-02  1.13e-02  6.78e-03  2.34e-02 -1.76e-03 -1.60e-02  3.61e-02
## 2280 -2.31e-02  3.08e-02 -1.79e-03  1.25e-02  9.99e-03  8.23e-03 -4.45e-02
## 2281  1.66e-02 -4.47e-03 -2.01e-02  3.17e-03 -1.14e-02  1.29e-02 -3.01e-02
## 2282  2.23e-02 -1.32e-02 -2.82e-02  1.99e-02 -1.92e-02  1.35e-02 -4.81e-02
## 2283  1.13e-02 -1.62e-02 -1.75e-03  2.80e-02 -3.49e-02  1.23e-02  4.40e-02
## 2284  2.59e-03 -2.35e-02  9.00e-03  7.56e-02 -6.39e-02  6.95e-03  9.21e-02
## 2285 -1.39e-03 -1.01e-02  8.54e-03  2.87e-02 -1.92e-02 -1.08e-02  3.44e-02
## 2286 -4.08e-02  2.71e-02  4.47e-02  1.41e-02  3.86e-02 -1.08e-01 -1.22e-01
## 2287 -1.38e-02 -3.72e-03  3.16e-02 -4.01e-02 -2.28e-02  6.17e-02 -8.75e-02
## 2288  9.73e-03 -1.16e-03 -7.35e-03 -7.92e-04 -6.11e-03 -1.16e-03 -1.60e-02
## 2289 -1.48e-03  3.77e-05  1.11e-03  3.90e-03 -1.45e-03  2.55e-04  6.66e-03
## 2290  1.88e-02  1.93e-05 -2.05e-02 -4.50e-02  4.46e-03  4.24e-02 -6.18e-02
## 2291 -3.64e-03  1.69e-03  1.94e-03  2.88e-03  2.95e-03 -2.75e-03  8.58e-03
## 2292  1.18e-02 -1.81e-03 -1.46e-02 -1.21e-03  2.12e-03 -3.99e-03 -1.78e-02
## 2293 -1.36e-03  6.06e-03 -5.75e-03  1.82e-02  8.81e-03 -2.58e-02  3.44e-02
## 2294  1.12e-04  4.07e-03 -3.55e-03 -2.01e-03  8.45e-03 -9.99e-03 -1.46e-02
## 2295  8.65e-03  2.63e-03 -8.89e-03 -2.80e-02  1.64e-02 -1.35e-03 -3.57e-02
## 2296  7.45e-03  1.32e-02 -1.61e-02 -3.79e-02  1.41e-02  2.84e-02 -5.14e-02
## 2297  5.55e-03  5.73e-04 -3.66e-03  4.67e-02 -2.02e-02 -4.83e-02 -6.78e-02
## 2298  8.99e-03  5.23e-03 -8.52e-03 -7.23e-03 -5.14e-03  2.45e-03 -2.95e-02
## 2299  2.09e-02 -1.78e-02 -1.39e-02  1.23e-02 -1.28e-02 -7.52e-04  3.95e-02
## 2300  2.18e-03 -5.48e-03  3.87e-03  2.45e-03 -8.87e-03  3.69e-03  1.36e-02
## 2301 -3.41e-03  2.77e-03  4.49e-03 -1.61e-02  3.02e-03  1.23e-02 -2.25e-02
## 2302  2.59e-03 -1.28e-03 -3.73e-03  2.97e-03 -4.12e-03  6.71e-03  1.03e-02
## 2303  3.21e-03  3.06e-03 -4.05e-03 -3.18e-02  2.40e-02 -5.13e-03 -3.89e-02
## 2304 -4.94e-05 -1.82e-03  1.21e-03  3.09e-03 -3.36e-03  1.11e-03  4.94e-03
## 2305 -5.01e-02  2.37e-02  5.37e-02 -4.99e-03 -1.39e-02  2.89e-02 -7.52e-02
## 2306 -8.95e-03  2.16e-03  1.66e-02 -3.09e-02  5.54e-03  1.59e-02 -4.35e-02
## 2307  1.16e-03  9.12e-03 -1.50e-02 -1.29e-02  1.21e-02  1.18e-02 -4.24e-02
## 2308 -9.72e-04  8.93e-04  6.56e-04 -2.96e-04  7.72e-04 -6.68e-04 -1.70e-03
## 2309  2.35e-03  2.91e-03 -2.32e-03 -1.68e-02  8.95e-04  1.59e-02 -2.42e-02
## 2310 -4.70e-03 -8.06e-04  4.86e-03  9.91e-03 -1.33e-03 -6.14e-03  1.48e-02
## 2311 -8.62e-03  3.30e-02 -8.12e-03 -1.78e-02  7.43e-03  2.25e-02 -5.23e-02
## 2312 -1.25e-02  2.33e-02  8.86e-03 -7.66e-04 -8.92e-03  3.40e-03 -5.10e-02
## 2313  6.61e-03 -2.60e-02  1.29e-02  1.14e-02 -3.26e-02  8.56e-03 -4.16e-02
## 2314 -7.92e-04 -1.84e-02  6.09e-03  8.37e-03 -6.13e-03 -9.40e-04 -3.03e-02
## 2315 -1.17e-03 -2.82e-03  2.70e-03  1.66e-03 -2.68e-03  1.24e-03 -5.58e-03
## 2316 -2.98e-03 -1.59e-02  1.09e-02  1.36e-02 -1.57e-02  2.22e-04 -3.19e-02
## 2317  3.98e-03 -8.91e-03 -2.30e-03 -2.30e-03  2.93e-03 -2.15e-03 -1.32e-02
## 2318 -4.18e-02  2.59e-02  2.43e-02  2.47e-02  4.79e-02 -8.99e-02 -1.07e-01
## 2319 -3.66e-03 -1.17e-03  4.07e-03 -3.93e-03  4.43e-03 -8.68e-04 -7.67e-03
## 2320 -8.63e-03 -9.05e-04  9.21e-03 -1.01e-03 -1.33e-03  7.28e-03 -1.47e-02
## 2321  1.19e-02 -3.05e-02  5.60e-03 -2.63e-02 -8.28e-04  2.39e-02  5.04e-02
## 2322 -9.96e-03  4.50e-03  7.05e-03  4.93e-03 -9.77e-04  1.22e-04 -1.77e-02
## 2323  1.66e-02 -1.00e-01  3.19e-02 -1.55e-03 -3.64e-02  2.02e-02 -1.15e-01
## 2324  1.10e-02 -5.57e-03 -1.74e-02 -7.59e-03  2.46e-02 -2.56e-02 -4.34e-02
## 2325  2.77e-05 -8.48e-05 -9.73e-05 -1.60e-04  1.97e-05  2.75e-04 -6.21e-04
## 2326 -2.41e-03 -1.81e-02  7.68e-03 -1.47e-02  6.32e-03  9.18e-03 -3.44e-02
## 2327 -8.18e-03  3.51e-03  8.28e-03  3.26e-03 -9.98e-03  1.28e-02 -2.08e-02
## 2328 -8.41e-02  2.64e-02  8.36e-02  2.80e-02 -1.15e-02 -1.78e-07 -1.02e-01
## 2329  4.03e-03 -1.56e-03 -3.47e-03  7.27e-03 -7.09e-03 -8.62e-03 -3.06e-02
## 2330  1.59e-02 -9.82e-03 -1.66e-03  1.16e-02 -1.21e-02 -2.72e-02  4.30e-02
## 2331 -3.57e-02  8.95e-03  3.47e-02 -2.80e-03  5.92e-03  6.13e-03 -4.25e-02
## 2332 -4.51e-03  3.51e-03  1.77e-03  3.58e-04  4.02e-04  1.80e-03 -1.29e-02
## 2333  7.46e-04 -2.99e-03 -9.28e-04 -5.34e-03  1.92e-03  5.77e-03 -9.14e-03
## 2334 -1.36e-03  9.21e-03 -7.75e-03  4.56e-04  1.01e-02 -6.60e-03 -1.80e-02
## 2335 -2.45e-02  6.67e-03  2.11e-02  7.56e-03  2.07e-03  4.98e-04 -2.87e-02
## 2336 -1.75e-02 -7.02e-04  1.82e-02 -2.59e-03  3.17e-03  4.01e-03 -2.62e-02
## 2337  6.39e-03  6.78e-03 -1.38e-02  9.77e-03  1.02e-02 -2.83e-02 -3.53e-02
## 2338  4.57e-04  1.76e-02 -1.23e-02  2.78e-03 -3.34e-02  6.09e-02 -7.72e-02
## 2339  3.39e-03  5.52e-04 -4.01e-03  8.18e-04 -3.81e-04 -8.12e-04  5.41e-03
## 2340 -1.94e-02  9.74e-05  1.79e-02  1.58e-02 -5.88e-03 -1.43e-03 -3.34e-02
## 2341 -1.15e-02  1.46e-02  3.55e-03  1.67e-02 -1.86e-02  1.50e-02 -4.35e-02
## 2342  1.05e-04  6.45e-05 -1.25e-03  7.13e-04  1.46e-03 -1.78e-03 -4.15e-03
## 2343 -7.47e-04  1.44e-02 -4.66e-03  1.78e-02 -1.40e-02  2.54e-03  2.67e-02
## 2344  1.18e-03 -1.36e-02  2.90e-03 -2.00e-02  1.57e-03  1.98e-02 -3.83e-02
## 2345  7.28e-03  8.93e-03 -1.87e-02  2.58e-03  3.35e-03  2.49e-03 -2.45e-02
## 2346 -1.44e-02  3.66e-02 -7.68e-03  3.81e-02 -3.23e-02  2.41e-02 -7.49e-02
## 2347 -3.91e-03 -4.88e-02  2.89e-02 -9.19e-02  6.84e-02 -1.50e-02 -1.20e-01
## 2348 -1.12e-02  9.05e-03  6.48e-03 -2.57e-03  1.22e-03  9.67e-03 -1.84e-02
## 2349 -1.14e-03  1.96e-03  2.56e-03  2.76e-03 -2.97e-03 -1.44e-03  8.55e-03
## 2350 -4.07e-02  2.50e-02  2.71e-02 -5.65e-03  2.90e-02 -1.07e-02 -4.55e-02
## 2351 -2.87e-02  4.87e-02  4.91e-03 -3.73e-02  6.25e-02 -3.88e-02 -9.15e-02
## 2352 -7.83e-03  1.10e-02 -3.50e-05  1.26e-02  6.00e-03 -1.89e-02 -2.71e-02
## 2353 -5.80e-02  2.33e-02  6.84e-02  8.31e-02 -6.63e-02 -2.44e-02 -1.26e-01
## 2354 -7.30e-04 -2.15e-02  1.77e-02  2.30e-03 -2.82e-02  3.36e-02  5.24e-02
## 2355  2.65e-03 -4.32e-02  1.89e-02  5.48e-04 -2.61e-03 -1.60e-02 -5.47e-02
## 2356 -2.93e-03  9.15e-03 -7.08e-03 -7.22e-04  5.32e-03  5.66e-03 -2.10e-02
## 2357  5.61e-03 -3.34e-02  1.24e-02  1.96e-02 -3.40e-02  9.97e-03 -4.96e-02
## 2358  2.23e-03  9.68e-03 -9.08e-03  6.88e-03 -2.78e-04 -8.32e-03 -2.51e-02
## 2359  4.06e-03 -3.22e-03 -3.81e-03  8.54e-03 -1.10e-02  4.15e-03 -1.66e-02
## 2360  1.16e-02 -1.65e-02  1.74e-02 -1.40e-02 -3.51e-02  1.19e-02 -6.99e-02
## 2361  9.81e-03  5.34e-03 -1.57e-02  1.06e-02 -1.85e-02  1.61e-02 -3.47e-02
## 2362 -7.59e-03  7.01e-03  2.44e-03  1.84e-02 -1.27e-03 -1.60e-02 -2.46e-02
## 2363 -1.61e-03  3.90e-02 -3.69e-02 -1.29e-02  3.45e-02  9.93e-03 -6.70e-02
## 2364  1.04e-03  7.72e-03 -8.56e-03  1.37e-02 -5.75e-03 -2.29e-03 -2.26e-02
## 2365  1.47e-02  1.35e-02 -2.75e-02  5.48e-02 -6.10e-02  3.21e-02 -8.89e-02
## 2366 -3.52e-04 -2.67e-03  3.05e-03 -3.08e-03 -2.11e-04  1.77e-03  6.30e-03
## 2367  8.85e-03 -1.19e-02 -1.52e-03 -1.31e-02  6.52e-04  7.88e-03  2.08e-02
## 2368  9.33e-03 -2.02e-02 -3.43e-03 -3.48e-02  2.00e-02  7.86e-03 -4.17e-02
## 2369  3.05e-03  3.27e-03 -6.76e-03  1.67e-03 -1.74e-03  3.83e-03 -9.70e-03
## 2370 -5.19e-03  2.36e-03  3.04e-03 -2.30e-02  2.39e-02  3.52e-04  3.01e-02
## 2371  7.23e-03 -4.03e-04 -8.08e-03  1.03e-02 -1.32e-02  5.02e-03 -1.78e-02
## 2372 -1.31e-03  2.26e-03 -2.89e-03  1.60e-03  2.75e-03  5.39e-04 -9.06e-03
## 2373  3.16e-03 -2.82e-03 -2.90e-03 -1.30e-02  9.67e-03 -1.87e-03 -1.70e-02
## 2374 -5.62e-03  8.38e-03  1.31e-03 -1.92e-03  4.49e-03  2.69e-03  1.03e-02
## 2375  6.60e-03  1.57e-03 -1.03e-02  2.06e-03 -2.45e-03  3.10e-03 -1.29e-02
## 2376 -1.41e-03 -6.45e-03  6.30e-03 -1.63e-02  1.18e-02 -4.13e-04  2.19e-02
## 2377  2.96e-03 -3.62e-03 -2.70e-03  7.48e-04  2.43e-03 -6.27e-03 -9.82e-03
## 2378 -3.94e-03 -1.63e-03  7.91e-03 -9.12e-03  3.52e-03  3.08e-03  1.47e-02
## 2379  9.84e-06 -2.55e-05  2.39e-05 -5.53e-05  1.18e-05  5.55e-06  8.97e-05
## 2380 -4.18e-03  1.01e-02  9.67e-04 -2.63e-03  1.81e-03  3.19e-03  1.30e-02
## 2381  2.30e-04  4.64e-04 -6.50e-04  5.65e-03 -3.12e-03 -3.74e-03 -8.48e-03
## 2382  8.59e-04  1.10e-02 -9.43e-03  1.42e-02 -4.43e-03 -4.17e-03 -2.18e-02
## 2383  1.73e-02 -3.65e-02 -8.38e-03  3.57e-03  1.16e-03 -1.11e-02 -4.92e-02
## 2384  3.53e-03  2.07e-03 -4.82e-03 -5.18e-03  5.97e-06  4.71e-03 -1.07e-02
## 2385 -1.39e-02  2.40e-02  3.93e-03  7.65e-03 -1.22e-03  5.57e-03  2.77e-02
## 2386 -2.39e-02  6.60e-03  3.03e-02  7.38e-03 -6.52e-03 -1.70e-02 -5.45e-02
## 2387  1.06e-02 -2.48e-02  7.84e-03  1.67e-02 -2.91e-02  1.13e-03  3.61e-02
## 2388  2.98e-03 -5.92e-03 -1.06e-04 -2.79e-03 -1.02e-04 -1.65e-03 -9.74e-03
## 2389 -2.98e-04  3.08e-03 -1.69e-03  8.82e-04 -7.04e-05  2.00e-04 -5.02e-03
## 2390 -3.89e-05 -6.69e-04 -7.96e-04  1.75e-03  1.25e-03 -1.03e-03  5.75e-03
## 2391  7.26e-03 -5.45e-03 -4.65e-03 -1.51e-02 -7.10e-04  1.37e-02 -2.17e-02
## 2392  3.67e-03 -1.53e-02  1.57e-03 -1.72e-03  3.12e-03 -7.47e-03 -2.18e-02
## 2393 -1.74e-03  6.51e-03 -3.56e-03  2.09e-03  2.42e-03 -1.14e-03 -1.07e-02
## 2394  8.72e-03 -2.16e-04 -1.78e-02 -1.23e-02  1.42e-02  9.11e-04 -3.58e-02
## 2395 -3.84e-02  1.97e-02  4.40e-02 -7.17e-02  6.27e-02 -2.60e-02 -1.06e-01
## 2396 -2.43e-03 -8.17e-03  7.49e-03 -6.46e-03 -2.17e-03  1.31e-02  2.10e-02
## 2397 -2.09e-02  6.09e-03  1.38e-02  2.07e-02  7.90e-03 -2.35e-02 -3.99e-02
## 2398 -9.34e-03  1.12e-02  4.78e-03 -1.37e-02  1.99e-03  1.86e-02 -3.11e-02
## 2399  9.10e-04  1.66e-02 -5.85e-03  2.60e-02 -1.55e-02 -1.97e-02 -4.53e-02
## 2400 -1.28e-04  1.96e-04  1.62e-04 -1.32e-04 -2.48e-04  5.82e-04  8.21e-04
## 2401 -3.29e-04  1.51e-04  1.41e-04 -3.24e-04  8.00e-04 -6.00e-04 -1.05e-03
## 2402 -7.12e-04  2.78e-03  4.10e-04 -2.91e-03 -2.63e-03  6.43e-03 -9.83e-03
## 2403  8.92e-04 -1.58e-02  1.95e-02 -2.63e-03 -2.27e-02  1.55e-02  4.39e-02
## 2404 -5.54e-03  2.82e-02 -7.45e-03  2.89e-02  5.36e-04 -4.14e-02 -6.19e-02
## 2405 -6.44e-03  8.78e-03  9.16e-03 -8.92e-03 -1.82e-02  3.00e-02 -4.60e-02
## 2406 -5.46e-04 -2.24e-03 -2.63e-04 -4.70e-04 -2.37e-03  1.13e-02  1.47e-02
## 2407 -1.27e-03  3.04e-03 -9.20e-03  4.60e-02 -9.03e-03 -1.96e-02  5.79e-02
## 2408 -2.16e-02  1.87e-02  2.03e-02 -4.55e-02  2.34e-02  1.72e-02 -6.29e-02
## 2409 -2.16e-03  8.90e-03 -6.30e-03  1.50e-02  2.51e-03 -1.80e-02 -3.11e-02
## 2410 -8.20e-04 -6.15e-04  1.37e-03  1.08e-04 -2.34e-03  4.44e-03  5.36e-03
## 2411  8.41e-03 -9.94e-03 -7.90e-03  3.54e-04 -1.01e-02  2.50e-02  3.36e-02
## 2412 -1.23e-03  1.36e-02 -5.51e-03 -3.88e-02  1.21e-02  3.22e-02 -5.49e-02
## 2413 -1.44e-03 -2.34e-03  5.25e-03 -1.35e-03 -2.84e-03  1.86e-03  8.29e-03
## 2414 -6.21e-03  4.19e-03  3.51e-03 -8.84e-04  1.10e-02 -1.35e-02 -1.65e-02
## 2415  3.08e-02 -2.31e-02 -2.38e-02 -7.61e-03 -6.23e-03  1.11e-02  3.85e-02
## 2416  9.99e-03 -2.78e-03 -1.19e-02 -1.22e-03 -7.28e-03  1.79e-02  2.23e-02
## 2417  6.78e-03 -3.65e-03 -6.59e-03 -1.68e-02  1.85e-02 -1.49e-02 -3.00e-02
## 2418  4.21e-02 -2.24e-02 -4.84e-02 -3.83e-02  3.13e-02 -2.06e-03 -7.34e-02
## 2419 -3.35e-03 -8.11e-03  8.81e-03  4.37e-02 -2.95e-02 -7.05e-03  5.07e-02
## 2420 -4.12e-02  1.73e-02  4.54e-02 -1.65e-02  6.00e-03  5.81e-03 -6.18e-02
## 2421  8.37e-04 -2.21e-03  3.08e-07  4.52e-03 -6.19e-03  4.78e-03  8.48e-03
## 2422 -1.49e-02 -1.26e-02  2.75e-02  5.47e-03 -5.19e-03 -3.12e-03  3.62e-02
## 2423 -4.35e-02  3.31e-02  3.13e-02 -3.51e-02  6.58e-02 -4.68e-02 -8.54e-02
## 2424 -7.69e-03  2.53e-02  6.12e-05 -7.94e-04  1.05e-02 -2.57e-02 -5.07e-02
## 2425 -1.99e-03 -4.35e-04  1.16e-03  5.34e-03  4.17e-03 -9.78e-03  1.33e-02
## 2426  3.80e-02  6.49e-03 -3.99e-02 -8.01e-02  4.80e-02 -1.10e-02 -1.10e-01
## 2427 -1.50e-02  2.21e-02 -3.06e-03  2.52e-02  2.20e-02 -5.38e-02 -7.09e-02
## 2428 -7.72e-03  1.42e-02  2.01e-03 -2.12e-02  2.49e-03  2.54e-02 -4.33e-02
## 2429  5.42e-04  8.44e-04 -3.15e-03 -2.19e-04  1.66e-03  6.41e-04 -8.22e-03
## 2430  6.79e-03 -1.22e-02 -6.71e-04 -3.35e-03 -5.72e-03  9.34e-03  1.73e-02
## 2431  2.93e-03 -1.48e-03 -2.95e-03 -3.23e-03  2.87e-03 -2.05e-03 -6.30e-03
## 2432  2.42e-03 -1.39e-03 -2.04e-03  1.26e-04  1.71e-03 -6.34e-03 -9.23e-03
## 2433  1.02e-03 -1.07e-02 -5.22e-03  7.13e-04  1.09e-02 -4.81e-03 -3.17e-02
## 2434 -7.76e-03  1.91e-02 -6.36e-03  5.76e-03 -1.25e-02  2.89e-02 -4.87e-02
## 2435 -2.66e-04  2.74e-03 -4.55e-03  3.71e-03  5.78e-03 -7.92e-03 -1.34e-02
## 2436 -9.09e-03 -3.43e-03  1.83e-02  3.34e-02 -4.50e-02  2.88e-02  6.33e-02
## 2437  4.74e-03 -8.00e-04 -7.93e-03  4.05e-03  1.39e-03 -4.91e-03 -1.33e-02
## 2438  5.97e-03 -2.29e-02  7.48e-03 -1.50e-03 -5.55e-03  2.62e-03  3.40e-02
## 2439  2.64e-02 -4.65e-02  7.91e-03 -2.01e-02 -4.14e-02  5.37e-02  8.00e-02
## 2440 -6.94e-02  3.23e-02  7.86e-02 -2.25e-02 -1.55e-02  4.13e-02 -1.18e-01
## 2441  1.37e-03 -5.30e-04 -5.26e-04  4.92e-03 -8.74e-04 -5.82e-03  1.02e-02
## 2442 -3.50e-02 -9.43e-03  3.97e-02  4.03e-02 -8.42e-03 -1.33e-02  7.30e-02
## 2443  1.03e-02 -1.12e-02 -5.23e-03 -8.42e-03 -5.76e-03  9.88e-03 -2.01e-02
## 2444 -1.38e-02 -1.88e-02  6.69e-02 -1.60e-01  1.44e-02  7.72e-02 -2.20e-01
## 2445 -2.95e-03  3.12e-03  4.58e-04  8.11e-03 -4.23e-03  3.52e-03  1.30e-02
## 2446 -1.44e-03 -3.84e-03  2.36e-03 -3.02e-03  8.96e-03 -1.22e-02 -1.72e-02
## 2447 -3.17e-02  1.38e-02  3.23e-02  3.83e-03  1.36e-02 -2.92e-02 -4.71e-02
## 2448 -7.37e-03 -1.35e-03  7.20e-03  1.63e-02 -3.65e-03 -6.04e-03  2.49e-02
## 2449  3.02e-03  4.95e-04 -4.48e-04 -1.55e-02  3.60e-04  8.49e-03 -2.49e-02
## 2450  1.17e-02  2.72e-04 -1.27e-02 -1.72e-02  1.14e-02 -5.41e-03 -2.80e-02
## 2451  4.63e-04 -1.10e-02  5.96e-03  3.20e-03 -7.87e-03  7.89e-03  2.20e-02
## 2452 -1.04e-02  2.77e-03  8.18e-03  2.45e-02 -1.26e-02  1.62e-05  2.89e-02
## 2453  2.42e-02 -1.67e-02 -4.37e-03 -3.85e-02  7.81e-04 -4.78e-03 -6.64e-02
## 2454  1.72e-03 -1.98e-03  1.09e-03  8.41e-04 -6.85e-04 -5.12e-03  7.96e-03
## 2455  6.15e-03 -1.42e-02 -3.36e-03 -1.97e-02  1.02e-02  8.94e-03 -2.74e-02
## 2456 -2.61e-03  2.16e-03 -7.55e-04  6.17e-04  2.28e-03  2.13e-03 -7.50e-03
## 2457 -4.02e-03  1.01e-02  2.42e-03 -1.14e-02  1.53e-02 -9.29e-03  2.70e-02
## 2458 -1.21e-02  3.52e-02  2.53e-03 -3.41e-03  3.66e-03  8.99e-04  4.51e-02
## 2459  7.43e-03 -9.33e-03 -8.46e-04  1.38e-02 -2.36e-02  7.16e-03 -2.58e-02
## 2460  3.15e-04  1.01e-03 -1.79e-03  1.01e-02 -1.62e-02  1.53e-02 -2.34e-02
## 2461 -1.02e-02  7.29e-03 -3.95e-04  2.00e-02  6.40e-04 -7.40e-03 -3.05e-02
## 2462 -1.81e-03  4.32e-03  7.34e-04  1.89e-03  5.84e-05 -2.18e-03  6.06e-03
## 2463  3.28e-04 -2.07e-04 -8.59e-05  7.04e-04 -1.41e-03  6.70e-04 -1.69e-03
## 2464  1.58e-02 -3.87e-02 -5.63e-03  6.56e-03 -2.01e-02  1.99e-02 -5.57e-02
## 2465  3.43e-03 -4.89e-03 -2.95e-03  1.77e-02 -2.69e-02  1.91e-02 -3.72e-02
## 2466 -1.24e-03  2.60e-03  4.62e-04 -7.33e-03  8.22e-03 -2.57e-03  1.08e-02
## 2467 -6.44e-03  1.84e-02  1.32e-03 -3.26e-03  3.22e-03  1.15e-03  2.40e-02
## 2468 -1.68e-03 -1.15e-03 -1.10e-03  4.22e-03 -8.63e-04  2.94e-03 -1.20e-02
## 2469 -1.61e-04 -1.03e-03 -4.25e-04  1.61e-03 -8.99e-04  1.08e-03 -4.49e-03
## 2470 -1.64e-03  2.75e-03 -3.05e-03  5.80e-03 -1.10e-02  1.76e-02 -2.64e-02
## 2471 -8.15e-03  8.24e-03 -2.98e-03  2.61e-03  4.06e-03  9.98e-03 -2.65e-02
## 2472 -3.07e-03  5.43e-03 -1.70e-03  1.19e-02 -1.24e-02  1.07e-02 -2.35e-02
## 2473 -9.61e-04 -3.44e-04 -4.32e-04  2.67e-03 -3.24e-04  1.15e-04 -6.06e-03
## 2474  5.31e-04 -1.73e-03 -1.74e-03  1.07e-02 -1.39e-02  1.16e-02 -2.14e-02
## 2475 -1.52e-02  3.08e-02  2.07e-03  2.92e-03  8.98e-03 -3.36e-03  3.26e-02
## 2476 -9.66e-03  6.37e-03 -2.08e-03  2.84e-02 -1.16e-02  3.74e-03 -4.30e-02
## 2477  7.95e-03 -1.29e-02 -1.96e-03  1.59e-02 -2.67e-02  1.35e-02 -3.19e-02
## 2478  2.37e-03 -2.50e-03 -1.98e-04 -6.95e-03  1.94e-03  2.78e-03  8.21e-03
## 2479 -3.53e-04  8.86e-04  2.63e-04 -9.98e-04  1.21e-03 -3.54e-04  3.02e-03
## 2480 -2.03e-02  1.99e-02 -6.75e-03  8.45e-03  8.80e-03  2.59e-02 -6.26e-02
## 2481 -8.17e-03  1.89e-02  2.59e-03  5.30e-02 -3.68e-02 -1.50e-02 -6.38e-02
## 2482  3.49e-03 -7.66e-03 -3.10e-03  2.27e-02 -2.92e-02  1.81e-02 -4.19e-02
## 2483 -2.57e-04  1.04e-03  5.53e-04 -1.65e-03  2.54e-03 -3.12e-03  5.10e-03
## 2484  4.69e-03 -5.57e-03 -3.33e-04  1.13e-02 -1.72e-02  3.89e-03 -1.86e-02
## 2485 -1.24e-02  1.32e-02 -4.02e-03  8.22e-03  2.06e-03  1.58e-02 -3.89e-02
## 2486  1.19e-03 -2.48e-03 -6.58e-04  7.35e-03 -8.88e-03  4.25e-03 -1.17e-02
## 2487 -5.06e-04  7.24e-04 -2.68e-04  3.36e-03 -3.14e-03  1.81e-03 -5.13e-03
## 2488 -4.00e-04  2.17e-04 -8.22e-05  9.50e-04 -1.88e-04 -1.76e-05 -1.61e-03
## 2489 -7.09e-03  4.15e-03 -4.07e-03 -1.04e-03  5.47e-03  1.60e-02 -3.17e-02
## 2490  3.19e-04 -1.17e-03 -2.52e-04  5.45e-04 -6.00e-04  5.54e-04 -2.47e-03
## 2491  3.09e-03 -3.45e-03  3.42e-04 -4.71e-03  5.53e-04 -6.18e-04  8.04e-03
## 2492 -1.46e-02  9.84e-03  7.79e-04 -3.03e-02  5.48e-02 -1.36e-02  6.06e-02
## 2493 -1.08e-02  9.48e-03 -2.31e-03  1.06e-02  4.25e-03  3.35e-03 -3.06e-02
## 2494  2.61e-04 -1.36e-03 -1.63e-03  2.51e-03 -5.52e-03  8.98e-03 -1.31e-02
## 2495 -1.18e-02  1.23e-02 -2.20e-03  8.75e-03  5.90e-03  3.62e-03 -2.95e-02
## 2496  4.50e-03 -6.79e-03 -1.18e-04 -1.02e-02  3.45e-03  2.87e-03  1.38e-02
## 2497 -2.79e-03  4.07e-03 -6.05e-04  8.29e-03 -5.56e-03  2.66e-03 -1.29e-02
## 2498 -6.32e-03  5.67e-03 -1.26e-03  9.41e-03  9.17e-04 -1.91e-03 -2.15e-02
## 2499 -1.01e-02  1.13e-02 -1.65e-03  8.37e-03  3.66e-03  3.42e-03 -2.41e-02
## 2500  9.71e-03 -2.80e-02 -4.60e-03  1.21e-03 -7.59e-03  1.31e-02 -4.30e-02
## 2501 -2.49e-02  3.77e-02 -1.75e-03  3.25e-02 -3.38e-03 -3.17e-03 -6.22e-02
## 2502 -1.19e-03  1.85e-03 -9.93e-04  3.68e-03 -4.26e-03  5.15e-03 -1.02e-02
## 2503  5.96e-03 -1.66e-02 -2.25e-03  3.72e-04 -3.66e-03  5.41e-03 -2.32e-02
## 2504  1.63e-03 -5.05e-03 -1.59e-03  5.22e-03 -7.41e-03  6.97e-03 -1.52e-02
## 2505  1.13e-04 -1.62e-04  4.31e-05 -3.23e-04  2.88e-04 -3.07e-04  6.15e-04
## 2506 -1.11e-02  2.07e-02 -2.30e-03 -1.63e-03  7.14e-03  4.41e-03 -3.14e-02
## 2507  3.54e-05 -6.51e-05 -7.80e-05  3.65e-04 -5.49e-04  4.95e-04 -8.58e-04
## 2508 -3.01e-03  6.92e-03  2.48e-03 -5.61e-03  1.14e-02 -1.20e-02  2.16e-02
## 2509 -1.09e-03 -1.87e-03 -2.01e-03  6.97e-03 -6.21e-03  8.32e-03 -1.91e-02
## 2510 -7.30e-03  1.29e-02  9.29e-04  4.25e-04  6.87e-03 -2.78e-03  1.40e-02
## 2511 -5.43e-03  8.04e-03 -2.08e-03  2.26e-02 -2.06e-02  1.60e-02 -3.68e-02
## 2512  1.46e-03 -1.83e-03  1.07e-03 -2.21e-03  2.60e-03 -5.65e-03  9.39e-03
## 2513  9.02e-04 -1.12e-03  1.71e-04 -7.01e-04 -2.32e-04 -4.44e-04  2.24e-03
## 2514  3.10e-04  2.98e-04  2.72e-04  8.42e-04 -1.45e-03 -7.84e-05  2.57e-03
## 2515 -2.14e-03 -8.09e-04 -3.22e-03  2.04e-02 -2.04e-02  1.80e-02 -3.90e-02
## 2516 -5.50e-03  5.45e-03 -1.85e-03  2.65e-03  1.74e-03  7.81e-03 -1.72e-02
## 2517 -5.51e-03  1.19e-02  2.36e-03  8.82e-03 -2.60e-03 -3.63e-03  1.97e-02
## 2518 -5.31e-03  2.03e-02  1.56e-03 -4.00e-03 -5.47e-04  3.62e-03  3.05e-02
## 2519  2.32e-03  3.13e-03  8.47e-04 -8.29e-03 -3.77e-04  2.82e-03  1.81e-02
## 2520  4.60e-03 -5.16e-03  4.54e-04 -9.60e-03  2.79e-03 -1.09e-04  1.41e-02
## 2521  4.04e-04 -5.25e-03 -2.44e-03 -4.94e-03  4.23e-03  5.81e-03 -1.77e-02
## 2522  6.96e-03 -1.63e-02 -2.65e-03  1.36e-02 -1.95e-02  1.09e-02 -3.24e-02
## 2523  1.21e-03 -9.29e-03 -4.57e-03 -2.12e-02  1.60e-02  1.41e-02 -3.38e-02
## 2524 -1.10e-03  1.94e-03 -1.72e-03  1.45e-02 -1.69e-02  1.29e-02 -2.58e-02
## 2525 -7.68e-03  1.61e-02 -7.28e-03 -2.13e-02  8.30e-03  3.42e-02 -5.22e-02
## 2526 -8.40e-03  1.03e-02 -8.82e-03  8.07e-03 -1.82e-02  5.09e-02 -7.03e-02
## 2527 -2.84e-03  2.24e-03 -8.06e-04  8.62e-03 -4.90e-03  3.76e-03 -1.36e-02
## 2528 -5.78e-05 -3.63e-04  1.53e-04 -1.08e-03  1.89e-03 -1.44e-03  2.58e-03
## 2529 -1.12e-03  1.54e-04 -7.12e-04  3.93e-03 -2.37e-03  2.44e-03 -8.20e-03
## 2530 -3.53e-03  1.29e-02  9.78e-04 -3.18e-03  5.65e-04  2.15e-03  1.92e-02
## 2531 -5.42e-03  7.07e-03 -2.39e-03  7.53e-03 -6.19e-03  1.40e-02 -2.40e-02
## 2532 -2.62e-02  2.95e-02 -1.09e-02 -1.53e-03  1.18e-02  5.32e-02 -8.94e-02
## 2533 -1.88e-05 -1.76e-04 -8.56e-05 -5.42e-04  6.01e-04  7.37e-06 -8.70e-04
## 2534  5.72e-04  4.52e-03  5.11e-04 -8.99e-03  2.89e-03  2.36e-03  1.54e-02
## 2535 -1.14e-02  1.51e-02 -3.86e-03  7.37e-03 -1.85e-03  1.94e-02 -3.71e-02
## 2536 -1.16e-02  8.60e-03  4.47e-03  1.92e-02 -3.17e-05 -7.06e-03  2.62e-02
## 2537 -6.17e-06 -1.20e-05 -2.94e-05  7.31e-05  8.66e-05 -7.77e-05  3.39e-04
## 2538 -1.66e-03  2.48e-03  1.18e-02  1.84e-02 -2.63e-02 -1.19e-02 -4.62e-02
## 2539  1.74e-03 -3.72e-04 -5.81e-03 -2.13e-03  4.50e-03  7.63e-03  1.82e-02
## 2540  6.37e-02 -4.75e-02 -4.92e-02  2.62e-02 -8.12e-02  8.34e-02  1.20e-01
## 2541 -6.78e-02  6.55e-02  1.67e-02  5.49e-02  1.91e-02  1.23e-02  1.20e-01
## 2542 -1.13e-02 -7.73e-03  1.64e-02  8.46e-03 -1.22e-03 -4.42e-03  2.61e-02
## 2543  5.39e-03 -2.99e-03 -8.20e-03 -1.48e-02  1.27e-02  6.97e-03  2.14e-02
## 2544  1.14e-02  7.94e-03 -1.65e-02 -7.74e-03  6.50e-03 -7.35e-03 -2.92e-02
## 2545 -2.96e-02  2.92e-03  4.70e-02  1.43e-02 -1.35e-02 -3.02e-02 -6.61e-02
## 2546  4.11e-02 -4.21e-02  9.60e-03 -8.76e-02  4.67e-03 -1.09e-02 -1.41e-01
## 2547  1.69e-03  6.39e-05 -9.55e-04  5.15e-04 -1.59e-03 -2.28e-03 -6.61e-03
## 2548  1.01e-03 -2.39e-03  1.94e-03 -2.35e-03  1.25e-03 -6.03e-03 -9.79e-03
## 2549 -8.81e-02  9.46e-02 -2.28e-03  4.54e-02  2.08e-02  1.17e-01  2.28e-01
## 2550  1.80e-02 -4.31e-03 -1.42e-02 -4.26e-03 -1.23e-03 -1.41e-02 -3.27e-02
## 2551 -1.47e-03  1.92e-04  3.06e-04  6.40e-04  8.55e-04  2.30e-03  6.00e-03
## 2552  2.62e-02 -1.07e-02 -1.22e-02 -1.74e-02 -2.12e-02  2.87e-02  5.16e-02
## 2553 -1.02e-02  5.96e-03  8.25e-03  9.38e-03 -5.62e-03  5.03e-03  1.72e-02
## 2554 -5.09e-02 -9.76e-03  5.29e-02 -6.40e-03  3.58e-02 -8.58e-03  8.55e-02
## 2555 -6.86e-03  5.01e-03  6.36e-03  1.79e-03 -2.33e-04  5.07e-04  9.58e-03
## 2556 -2.17e-03  1.43e-03  2.14e-03 -1.27e-03  9.86e-04  9.81e-04  3.94e-03
## 2557 -4.12e-02  1.82e-03  3.11e-02 -1.13e-02  6.55e-02 -4.24e-02  9.22e-02
## 2558 -1.49e-02  1.65e-02  1.28e-02  4.72e-03 -1.77e-03  1.77e-03  2.83e-02
## 2559 -3.87e-03  1.29e-03  4.49e-04  4.75e-03  2.32e-03  5.65e-04  1.25e-02
## 2560  3.43e-02 -8.80e-03 -2.44e-02 -7.56e-03 -1.95e-02  1.88e-03 -4.91e-02
## 2561  7.06e-03  8.31e-03 -1.11e-02  1.46e-02 -1.61e-02  2.10e-03 -2.81e-02
## 2562  1.23e-03  4.46e-04 -1.45e-03 -8.61e-05 -2.91e-04 -3.84e-04 -2.39e-03
## 2563 -5.59e-02 -2.59e-02  7.44e-02  5.59e-02  1.13e-02 -7.05e-02  1.33e-01
## 2564 -7.92e-02  5.20e-03  5.99e-02  4.82e-02  5.15e-02 -5.19e-02  1.46e-01
## 2565 -4.95e-02 -4.96e-04  4.42e-02  1.97e-02  1.91e-03  2.43e-02  8.49e-02
## 2566 -7.69e-03  2.09e-03  5.36e-03  1.39e-03  5.89e-03 -2.26e-03  1.18e-02
## 2567 -2.60e-02  4.80e-06  2.14e-02  5.23e-02  2.92e-03 -4.48e-02  7.63e-02
## 2568  1.61e-02  8.85e-03 -2.21e-02 -2.26e-02  9.18e-03  6.61e-03 -3.99e-02
## 2569  5.09e-03  1.11e-02 -1.46e-02  5.73e-03 -1.71e-03  3.09e-03 -2.08e-02
## 2570  2.37e-04  2.21e-04 -4.48e-04  1.31e-04 -1.24e-04  1.16e-04 -6.19e-04
## 2571  3.25e-03 -1.17e-02  7.03e-03  4.42e-04 -9.37e-03  2.73e-03  1.91e-02
## 2572  1.15e-02 -5.67e-03 -1.15e-02 -1.92e-03 -1.07e-02  1.54e-02 -2.49e-02
## 2573 -3.86e-02  7.33e-03  2.66e-02  4.97e-02 -1.08e-02  3.22e-03  7.73e-02
## 2574 -2.38e-03 -7.75e-03  7.96e-03 -4.21e-03  1.81e-03 -6.46e-04  1.38e-02
## 2575 -1.70e-02  9.45e-03  1.78e-02  1.36e-02 -8.02e-03 -3.82e-04  2.68e-02
## 2576  2.40e-02  2.44e-04 -2.12e-02 -1.91e-03 -1.89e-02  9.79e-03 -3.91e-02
## 2577  4.45e-03  9.33e-03 -1.20e-02 -8.88e-03  8.99e-03  5.19e-04 -2.13e-02
## 2578  8.10e-04  6.37e-03 -5.81e-03  9.61e-03 -5.10e-03 -6.38e-04 -1.50e-02
## 2579 -4.90e-02  3.22e-03  3.06e-02  3.10e-02  4.40e-03  3.37e-02  1.06e-01
## 2580 -3.76e-02 -2.81e-02  6.91e-02  1.18e-02 -2.79e-03 -3.13e-02  8.47e-02
## 2581 -1.61e-03 -2.85e-02  2.52e-02 -2.37e-02 -1.46e-02  3.46e-02  5.74e-02
## 2582 -5.52e-03 -2.29e-04  5.17e-03 -5.30e-04  2.42e-03  2.30e-03  9.17e-03
## 2583 -1.37e-03 -7.00e-04  2.25e-03 -6.59e-04 -5.35e-04  1.79e-03  3.50e-03
## 2584 -6.34e-03 -5.13e-03  8.64e-03  8.46e-03  4.42e-03 -1.41e-02  2.30e-02
## 2585 -2.23e-02  4.12e-03  1.79e-02  6.12e-03  1.92e-02 -1.67e-02  3.83e-02
## 2586 -1.13e-03 -4.27e-04  1.62e-03  2.81e-04 -2.56e-04  4.23e-04  2.35e-03
## 2587 -4.01e-02  1.06e-02  2.59e-02  2.28e-02  3.89e-02 -4.20e-02  8.01e-02
## 2588  1.42e-03 -5.24e-03  1.27e-03  6.30e-04 -2.16e-03  1.33e-03  7.12e-03
## 2589  1.38e-02  1.65e-02 -3.07e-02  2.57e-02 -4.60e-03 -1.66e-02 -4.90e-02
## 2590 -5.47e-02 -4.08e-02  8.79e-02 -1.81e-02  4.01e-02 -4.17e-02  1.27e-01
## 2591 -4.23e-03 -7.85e-03  9.49e-03 -2.93e-03  1.91e-03 -2.79e-04  1.54e-02
## 2592 -2.10e-04  2.33e-04  2.77e-04 -9.39e-05 -4.36e-05  2.40e-05  5.64e-04
## 2593  1.67e-02  3.48e-02 -4.49e-02  1.40e-02 -2.24e-03 -4.89e-04 -7.19e-02
## 2594 -1.14e-01  8.11e-02  4.66e-02  1.38e-01  7.06e-02 -1.44e-01  2.32e-01
## 2595  3.88e-04  1.07e-02 -8.10e-03  5.49e-03 -3.99e-03  5.90e-03 -1.89e-02
## 2596 -1.08e-01  1.04e-02  1.01e-01 -1.35e-05  4.69e-02  1.10e-02  1.47e-01
## 2597 -2.76e-02 -6.39e-04  2.49e-02  9.87e-03  1.81e-02 -1.46e-02  4.93e-02
## 2598 -1.42e-01 -6.01e-03  1.64e-01  4.21e-02  4.88e-02 -8.67e-02  2.02e-01
## 2599 -8.69e-03 -2.35e-03  1.14e-02  1.20e-02 -4.33e-03 -5.69e-03  1.92e-02
## 2600 -1.29e-01  5.22e-02  9.47e-02 -2.33e-02  1.68e-01 -1.31e-01  2.23e-01
## 2601 -7.89e-03 -6.51e-03  1.07e-02 -1.49e-03  5.87e-03 -1.58e-03  1.99e-02
## 2602 -3.61e-02 -1.88e-03  4.90e-02  4.69e-02 -1.69e-02 -3.53e-02  7.34e-02
## 2603 -3.41e-03 -3.28e-03  3.01e-03  3.91e-03  1.43e-03  9.28e-04  1.57e-02
## 2604 -4.07e-04  1.44e-04  7.52e-04 -3.02e-04 -2.00e-04  2.77e-04  1.30e-03
## 2605  2.13e-04  9.10e-03 -1.63e-02 -2.04e-03  1.37e-02  3.74e-03 -3.44e-02
## 2606 -2.15e-02 -8.63e-03  3.46e-02 -9.91e-03  9.58e-03 -8.54e-03  4.23e-02
## 2607  8.27e-04  7.74e-03 -1.04e-02  5.50e-03  5.60e-03 -3.87e-03 -1.82e-02
## 2608  9.46e-03  1.35e-03 -1.09e-02 -9.66e-03  9.26e-04  5.69e-03 -1.81e-02
## 2609 -3.53e-03  1.01e-02 -5.15e-04  4.78e-03 -5.35e-03  2.86e-03 -1.76e-02
## 2610  1.30e-02 -2.57e-02  4.84e-03 -7.55e-03 -1.20e-02  1.04e-02  3.74e-02
## 2611  1.33e-03 -2.78e-02  1.92e-02 -1.14e-02 -2.56e-02  4.11e-02  5.60e-02
## 2612  2.90e-04 -7.48e-04  9.46e-05 -1.07e-04  4.93e-05 -2.21e-04  1.05e-03
## 2613 -9.17e-03  9.07e-03  7.84e-03  8.61e-03 -3.68e-03 -1.25e-03  1.80e-02
## 2614 -8.89e-03  1.84e-02 -4.14e-03 -1.41e-02  1.75e-02  6.91e-03 -2.79e-02
## 2615  4.17e-03  6.53e-03 -4.38e-03  1.00e-03 -5.88e-03 -2.35e-03 -2.10e-02
## 2616  3.98e-04 -1.25e-02  8.34e-03 -1.61e-03 -1.50e-03 -3.25e-03  1.76e-02
## 2617 -4.51e-02  1.76e-02  3.19e-02  1.72e-02  3.19e-02 -2.88e-02  6.57e-02
## 2618 -6.46e-02  2.15e-02  4.69e-02  2.79e-02  4.88e-02 -5.44e-02  9.82e-02
## 2619 -9.29e-03  1.23e-02  1.03e-02  4.61e-04  7.62e-04 -6.04e-03  2.46e-02
## 2620 -6.95e-03 -1.91e-02  1.86e-02  9.08e-03 -8.67e-03  3.58e-03  4.14e-02
## 2621  1.63e-03 -4.80e-03  2.27e-04  2.61e-03 -7.41e-04 -1.91e-03  9.21e-03
## 2622  2.06e-03 -2.43e-03 -2.04e-03 -4.63e-04  1.25e-04  4.48e-04 -4.57e-03
## 2623 -1.41e-03  2.59e-03  2.41e-04  1.70e-03  4.40e-05 -1.79e-03 -4.17e-03
## 2624 -8.04e-03 -1.38e-02  1.65e-02  1.94e-02 -1.03e-02 -6.92e-03  3.61e-02
## 2625 -1.84e-04 -4.27e-03  4.28e-03  7.05e-03 -1.08e-03 -1.13e-02  1.71e-02
## 2626 -1.89e-02  2.89e-02  5.28e-02 -6.84e-02  4.10e-02 -9.61e-02 -2.04e-01
## 2627  4.92e-03 -5.45e-03  2.33e-03 -2.38e-03  8.85e-03 -3.70e-02 -4.90e-02
## 2628  1.01e-03  1.87e-03  5.63e-04 -1.06e-02  1.67e-03  3.12e-03 -1.71e-02
## 2629  8.63e-04 -1.71e-03 -2.72e-04 -3.64e-04  1.57e-04 -4.16e-04 -2.07e-03
## 2630 -3.40e-05 -4.44e-06  2.51e-04 -1.05e-03  1.72e-06  7.82e-04 -1.56e-03
## 2631  6.42e-03  2.05e-03 -5.45e-03 -1.75e-02 -2.21e-03  1.61e-02 -3.00e-02
## 2632  5.92e-03  5.11e-03 -5.74e-03 -8.74e-04 -7.84e-03  8.51e-03  1.85e-02
## 2633  1.12e-02  4.64e-03 -1.41e-02 -2.74e-02  2.39e-04  2.93e-02 -4.40e-02
## 2634  3.08e-04  7.42e-04  2.28e-04  1.97e-04 -1.62e-03  1.08e-03  3.58e-03
## 2635  6.14e-05 -1.00e-03  3.72e-04 -5.48e-04  2.57e-05  1.03e-03  2.33e-03
## 2636 -3.77e-04 -8.85e-03  2.26e-02 -3.99e-02  1.60e-02 -2.92e-02 -8.20e-02
## 2637  5.04e-02 -4.61e-02 -2.19e-02  9.62e-03 -1.95e-02 -2.50e-02  8.21e-02
## 2638 -4.25e-03  7.63e-03  3.28e-03 -5.19e-03  4.84e-04  7.33e-03  1.60e-02
## 2639 -3.66e-04  3.54e-03 -5.97e-03  1.86e-02  7.02e-03 -2.31e-02  3.36e-02
## 2640  1.24e-02 -2.22e-02 -2.39e-03 -1.06e-02  4.86e-03 -9.51e-03 -2.93e-02
## 2641 -3.36e-04  1.36e-03 -1.54e-04 -4.76e-03  3.07e-03  4.86e-04 -6.24e-03
## 2642 -8.67e-02  3.76e-02  9.78e-02 -1.02e-01  7.92e-02 -1.83e-02 -1.71e-01
## 2643  1.98e-02 -8.20e-03 -1.24e-02 -2.46e-02  2.15e-02 -3.39e-02 -5.83e-02
## 2644 -1.36e-05  1.32e-04  5.04e-05 -1.81e-04 -2.55e-04  6.55e-04  8.51e-04
## 2645  3.37e-03 -2.80e-04 -2.63e-03 -7.92e-03  9.26e-04  4.50e-03 -1.07e-02
## 2646  9.77e-02  5.53e-02 -1.42e-01 -1.25e-01  5.75e-02  4.27e-02 -2.28e-01
## 2647  6.83e-03 -1.91e-02  1.23e-02 -4.96e-03 -1.49e-02  3.65e-03  3.26e-02
## 2648 -3.22e-03  1.72e-02  2.13e-04  1.42e-02 -1.59e-02 -4.52e-03 -3.99e-02
## 2649  1.13e-05  1.55e-05  1.30e-05 -1.17e-04  3.73e-05 -6.69e-06 -1.83e-04
## 2650 -5.48e-04  4.64e-04 -3.20e-05  9.14e-04  5.17e-04 -5.12e-04  2.04e-03
## 2651  1.13e-03 -3.73e-04  1.16e-03  7.50e-03 -7.45e-03 -5.67e-03 -1.36e-02
## 2652  2.80e-03 -8.71e-03 -2.82e-04  2.54e-03 -5.54e-05 -4.77e-03 -1.26e-02
## 2653 -3.76e-05  2.82e-03 -1.78e-03 -1.27e-03  2.56e-03 -8.26e-05  4.53e-03
## 2654  1.54e-04  1.40e-03 -9.67e-04  5.95e-05  3.05e-04 -4.35e-04 -2.41e-03
## 2655  4.65e-02 -2.24e-02 -5.55e-02 -3.60e-02  2.71e-02  2.48e-02  8.23e-02
## 2656 -4.37e-03  1.27e-03  6.91e-03 -5.20e-03 -3.69e-03  7.36e-03 -1.56e-02
## 2657  1.85e-02 -2.08e-02 -1.44e-02  3.10e-02 -8.05e-03 -2.69e-02  5.56e-02
## 2658  7.73e-03 -1.71e-03 -1.19e-02  1.75e-02  8.51e-03 -3.01e-02  3.98e-02
## 2659  1.54e-02  8.98e-02 -6.79e-02 -1.44e-01  6.05e-02  1.13e-01 -2.24e-01
## 2660 -2.03e-03  4.31e-03 -1.04e-03 -2.23e-02  1.69e-02  4.35e-03 -2.44e-02
## 2661 -5.17e-02  6.58e-02  1.47e-02  3.62e-03  3.81e-02 -2.07e-02 -8.13e-02
## 2662  4.63e-03 -6.37e-03 -1.64e-04 -1.09e-02 -1.03e-03  1.19e-02  1.75e-02
## 2663 -6.05e-03 -3.77e-03  6.11e-03  1.88e-02 -3.29e-03 -9.72e-03  2.80e-02
## 2664  3.30e-03 -3.46e-03  1.26e-03  1.23e-02 -1.15e-02 -3.36e-03  1.92e-02
## 2665 -1.05e-02  1.27e-02  6.64e-03 -1.64e-02  2.37e-02 -1.91e-02 -3.62e-02
## 2666 -4.30e-03  3.73e-03  2.15e-03  6.30e-03 -2.41e-03  1.34e-03  9.23e-03
## 2667 -1.12e-02  6.40e-03  8.71e-03 -2.16e-02  9.89e-03  1.78e-02 -3.09e-02
## 2668  1.80e-02 -2.14e-02 -1.37e-02 -7.75e-03  3.12e-03  8.19e-03  3.60e-02
## 2669  1.30e-02  7.89e-03 -6.24e-03 -4.05e-02  5.51e-02 -9.03e-02 -1.30e-01
## 2670 -2.50e-02  3.28e-02  2.28e-02 -1.52e-02 -6.52e-03  3.56e-02  7.11e-02
## 2671 -4.60e-04  6.75e-03 -2.11e-03  3.44e-02 -2.40e-02 -2.90e-03  3.67e-02
## 2672  2.68e-03  1.89e-03 -2.81e-03 -1.03e-02  1.18e-03  7.95e-03 -1.45e-02
## 2673 -2.46e-04 -4.30e-02  3.25e-02  2.72e-02 -4.95e-02  1.97e-02  7.61e-02
## 2674  4.51e-02  1.48e-02 -5.37e-02 -2.27e-01  9.67e-02  1.13e-01 -2.48e-01
## 2675 -1.27e-03  4.76e-03 -2.01e-03  1.22e-03  2.63e-03 -2.92e-03 -6.85e-03
## 2676  8.62e-04 -7.33e-04 -2.15e-04 -3.41e-04 -1.00e-03  1.04e-03  1.71e-03
## 2677 -1.37e-03 -8.44e-04  3.08e-03 -5.18e-03  4.38e-04  3.24e-03 -7.57e-03
## 2678  2.43e-04  4.76e-04 -6.62e-04 -1.32e-03  1.86e-03 -1.48e-03 -2.86e-03
## 2679 -6.14e-03  3.54e-03  4.04e-03  2.21e-03  3.07e-03 -3.79e-03 -7.82e-03
## 2680 -1.48e-02  9.76e-03  1.17e-02 -1.48e-02  2.12e-02 -1.04e-02 -2.72e-02
## 2681  4.39e-04 -9.69e-04 -9.54e-05 -5.45e-04  4.77e-04 -5.71e-04 -1.57e-03
## 2682 -3.93e-03 -1.63e-03  2.81e-02  5.62e-02 -1.44e-01  1.35e-01  1.88e-01
## 2683 -4.70e-05 -1.24e-03  4.61e-04 -7.11e-04  9.19e-04 -5.87e-05  2.60e-03
## 2684  2.40e-02 -3.45e-02 -1.32e-02 -1.30e-01  8.29e-02  1.79e-02 -1.35e-01
## 2685 -6.23e-03  7.19e-03  2.28e-03 -4.81e-04  3.51e-03 -1.97e-04 -1.00e-02
## 2686  3.42e-03  2.89e-02 -1.34e-02  8.93e-02 -6.24e-02 -1.12e-02  1.01e-01
## 2687 -2.33e-03  3.37e-04 -1.42e-03  3.11e-03  4.89e-03 -6.47e-03 -1.63e-02
## 2688 -8.26e-04  1.90e-04  7.16e-04  1.48e-03 -8.10e-04  2.25e-04  2.01e-03
## 2689 -3.07e-03  3.74e-03 -3.71e-03  3.05e-02 -2.86e-02  2.92e-02  5.43e-02
## 2690 -4.03e-03  1.76e-02 -1.87e-03  6.29e-03 -7.60e-03  8.86e-03  2.62e-02
## 2691  9.66e-04  8.82e-04 -8.21e-04 -5.67e-03  3.54e-03 -1.83e-03 -9.40e-03
## 2692 -2.49e-03  5.26e-03 -6.02e-04 -1.78e-03  4.55e-03 -2.43e-03 -7.72e-03
## 2693  1.79e-03 -1.96e-03 -9.52e-04  6.75e-03 -3.88e-03 -1.96e-03  1.04e-02
## 2694 -1.08e-02  8.69e-03  8.28e-03  6.06e-03 -2.16e-03  6.23e-03  2.38e-02
## 2695 -4.69e-03  7.19e-03  7.43e-03  8.98e-03  1.30e-02 -5.20e-02 -5.67e-02
## 2696  3.08e-02  9.06e-03 -2.23e-02 -7.72e-02  6.31e-02 -6.92e-02 -1.47e-01
## 2697 -1.39e-02  2.79e-02 -1.13e-03  2.10e-02  6.22e-04 -5.07e-03  3.73e-02
## 2698 -9.74e-05 -2.96e-04  1.07e-03 -1.02e-03 -1.75e-03  3.55e-03  5.14e-03
## 2699  1.63e-02 -4.23e-03 -1.43e-02 -3.58e-02  1.31e-02  1.34e-02 -3.97e-02
## 2700 -1.16e-02  1.41e-02  9.13e-03 -6.83e-03  1.52e-02 -2.19e-02 -3.59e-02
## 2701  8.86e-04 -1.14e-03 -5.45e-04 -6.04e-03  4.33e-03 -3.88e-04 -6.97e-03
## 2702  1.77e-04  5.30e-03 -2.73e-03 -3.42e-04  1.72e-03 -4.81e-03 -1.48e-02
## 2703 -4.45e-03 -5.85e-03  9.94e-03  6.99e-03 -1.22e-02  1.11e-02  2.40e-02
## 2704  2.85e-03 -3.22e-03 -7.77e-04 -1.34e-03 -1.86e-03  2.02e-03  4.78e-03
## 2705 -3.69e-03  1.19e-02  1.02e-03  2.01e-03 -2.60e-03  1.62e-03  1.68e-02
## 2706 -3.72e-03  4.27e-03 -3.62e-03  4.16e-02 -3.00e-02  1.63e-02  5.48e-02
## 2707 -2.04e-04  1.21e-03 -1.98e-04  7.47e-05  1.14e-03 -2.75e-03 -3.75e-03
## 2708 -2.95e-03  1.24e-03  1.37e-03  3.32e-03  3.52e-03 -2.86e-03  1.40e-02
## 2709 -5.72e-04  6.29e-04  5.74e-04  9.16e-04 -6.70e-04 -4.24e-05  1.56e-03
## 2710  3.10e-03 -3.09e-02  1.74e-02  2.54e-02 -4.02e-02  1.89e-02  5.80e-02
## 2711  1.26e-02 -1.92e-02 -4.11e-03 -1.49e-02 -2.14e-02  5.23e-02  5.57e-02
## 2712  4.42e-04 -1.91e-04 -1.73e-04 -7.71e-05 -7.06e-05 -6.71e-04 -1.11e-03
## 2713  3.41e-03 -8.19e-03  3.51e-04 -8.12e-04 -1.23e-03  1.70e-03  1.21e-02
## 2714  4.16e-01 -1.79e-01 -3.43e-01  4.53e-02 -1.89e-01 -5.90e-04  4.34e-01
## 2715 -9.38e-04  6.12e-03  5.22e-04 -3.01e-03 -6.99e-04  3.51e-03  1.25e-02
## 2716  3.35e-02  1.35e-02 -8.62e-02 -8.72e-02  8.72e-02  7.80e-02  1.67e-01
## 2717  1.41e-05  1.01e-03 -7.10e-04 -5.02e-04  2.01e-03 -2.79e-03 -3.97e-03
## 2718  2.26e-03  1.62e-02 -3.15e-02 -7.69e-02  8.09e-02  3.16e-02  1.08e-01
## 2719  1.48e-02  5.63e-03 -1.03e-02 -7.46e-03 -2.03e-02  2.67e-02  4.50e-02
## 2720 -3.68e-03 -1.98e-02  6.90e-03 -8.81e-03  6.89e-03  9.04e-03 -3.68e-02
## 2721  1.97e-02  3.28e-02 -2.72e-02 -2.98e-03 -1.51e-02  1.42e-02  6.96e-02
## 2722 -1.96e-03  1.17e-03  7.33e-04  2.13e-03  1.80e-03 -3.81e-03 -5.17e-03
## 2723 -1.89e-05 -2.37e-03  1.21e-02 -7.76e-03 -1.53e-02  1.83e-02  4.02e-02
## 2724  1.46e-02  9.41e-03 -1.51e-02 -3.01e-02  1.17e-02  1.12e-02  4.61e-02
## 2725  2.00e-03 -2.78e-03  9.82e-04 -6.89e-03 -1.62e-03  8.21e-03  1.15e-02
## 2726 -1.00e-01  5.75e-02  4.05e-02 -6.05e-02  1.04e-01  8.44e-02  2.00e-01
## 2727  3.78e-02 -9.74e-02  4.82e-02 -2.99e-02 -1.02e-01  9.52e-02  1.71e-01
## 2728 -1.15e-03 -1.12e-03  1.95e-03  3.16e-04  3.29e-04 -6.97e-04  3.21e-03
## 2729  1.11e-02 -3.93e-03 -1.86e-02 -2.19e-02  5.40e-03  4.06e-02  4.88e-02
## 2730  4.98e-02  5.45e-03 -5.57e-02 -1.27e-02  1.01e-03 -1.96e-03  6.61e-02
## 2731  2.78e-02 -7.63e-03 -2.90e-02 -2.38e-02  6.95e-03  1.91e-02  4.23e-02
## 2732  3.53e-02  2.56e-03 -2.52e-02 -1.36e-02 -5.82e-02  8.39e-02  1.07e-01
## 2733  1.49e-05  7.82e-04 -1.46e-04  2.10e-05  1.30e-03 -3.20e-03 -3.78e-03
## 2734 -4.12e-02 -2.14e-02  1.00e-01  1.58e-02 -4.94e-02 -4.50e-02 -1.44e-01
## 2735 -3.16e-03 -1.05e-03  4.70e-03 -2.12e-04 -3.22e-04 -6.94e-04 -5.55e-03
## 2736 -2.09e-02 -3.68e-02  4.74e-02 -3.72e-02  1.85e-02 -6.77e-03 -7.78e-02
## 2737 -8.46e-03 -2.37e-03  1.67e-02  4.00e-03 -8.35e-03 -5.96e-03 -2.31e-02
## 2738 -7.25e-03  3.06e-03  1.16e-02  1.55e-02 -1.05e-02 -1.53e-02 -2.70e-02
## 2739  4.28e-03 -5.53e-03 -1.49e-03  5.74e-04 -1.99e-03 -4.46e-04  7.77e-03
## 2740 -7.47e-03  5.47e-03  4.90e-03  4.20e-03  2.86e-03 -5.66e-03 -9.51e-03
## 2741 -6.19e-02  1.17e-02  9.85e-02  5.14e-02 -7.88e-02 -6.84e-03 -1.46e-01
## 2742  1.00e-03 -1.62e-02  8.72e-03 -1.00e-03 -7.37e-03  1.50e-03 -2.16e-02
## 2743 -7.44e-06 -1.45e-04 -1.54e-04 -7.36e-04  6.81e-04  5.44e-04  1.28e-03
## 2744 -2.10e-02 -2.87e-02  7.88e-02  5.04e-02 -6.25e-02 -7.52e-02 -1.47e-01
## 2745 -8.13e-04 -5.65e-03  5.35e-03  1.44e-03 -3.92e-03 -1.87e-03 -9.45e-03
## 2746 -4.02e-02  2.42e-03  5.27e-02  2.16e-02 -1.22e-02 -2.32e-02 -6.29e-02
## 2747 -2.15e-02 -2.31e-02  5.11e-02  3.95e-03 -2.40e-02 -6.58e-03 -6.48e-02
## 2748 -1.86e-03 -5.49e-03  6.84e-03  7.38e-03 -8.07e-03 -3.89e-03 -1.36e-02
## 2749 -5.82e-02  6.80e-03  8.47e-02  2.09e-02 -1.38e-02 -5.25e-02 -1.13e-01
## 2750  3.42e-03 -4.00e-03 -9.93e-04 -9.30e-04 -1.65e-05 -4.67e-03 -8.33e-03
## 2751  2.21e-03 -3.41e-03 -5.95e-03 -4.61e-03  1.19e-02 -3.65e-04  2.23e-02
## 2752  1.56e-03 -1.48e-03 -1.30e-03 -4.52e-04 -3.65e-05 -4.98e-04 -3.52e-03
## 2753 -1.21e-03 -9.76e-04  4.01e-03 -1.11e-03 -1.61e-03 -2.47e-03 -9.22e-03
## 2754 -3.11e-03 -4.86e-03  1.07e-02 -2.31e-03 -1.65e-02  3.01e-02  4.52e-02
## 2755 -1.12e-03 -2.87e-03  3.15e-03 -2.55e-03  1.93e-03 -3.77e-03 -9.82e-03
## 2756 -1.08e-03 -2.25e-03  2.56e-03  1.30e-03 -2.09e-03  2.50e-03  7.02e-03
## 2757 -2.31e-02 -1.00e-02  2.42e-02  2.79e-02 -2.68e-02  4.23e-02  8.29e-02
## 2758  8.53e-04  3.38e-03 -1.77e-03 -4.10e-05 -1.04e-03  1.88e-03  6.94e-03
## 2759 -5.80e-03 -3.07e-03  1.59e-02 -9.06e-03  1.35e-02 -3.87e-02 -5.58e-02
## 2760  3.81e-03 -3.91e-03  5.01e-04 -3.31e-03 -2.77e-03 -1.46e-03 -1.07e-02
## 2761 -8.65e-03 -4.90e-03  7.91e-03  1.27e-02 -7.31e-03  1.13e-02  3.15e-02
## 2762  1.56e-03 -1.05e-03 -1.42e-03 -2.36e-04 -5.49e-04  1.84e-03  3.93e-03
## 2763  2.68e-03  3.42e-05 -4.88e-03 -1.62e-05  6.14e-03 -1.11e-02 -1.75e-02
## 2764  3.20e-03 -2.57e-03 -9.94e-04 -7.72e-03  2.98e-03 -9.50e-04 -1.04e-02
## 2765  1.07e-03  3.45e-03 -7.37e-03 -1.63e-02  2.08e-02 -8.23e-03 -3.00e-02
## 2766 -1.36e-02  2.97e-02  2.07e-03  5.88e-03 -3.27e-03  1.35e-02  3.96e-02
## 2767 -1.79e-02  9.78e-03  1.74e-02 -2.55e-03  2.84e-03 -1.70e-03 -2.56e-02
## 2768 -3.76e-04  5.25e-04  2.26e-04  4.92e-05  8.40e-05  3.46e-04  1.55e-03
## 2769  4.45e-03 -1.35e-03 -3.36e-03 -4.48e-03  3.96e-03 -8.19e-03 -1.56e-02
## 2770  1.44e-03 -6.95e-03  1.06e-03 -6.47e-03  7.14e-04  1.00e-02  1.64e-02
## 2771  6.86e-03 -1.02e-02 -1.14e-02  3.35e-02 -1.41e-02  2.59e-03  5.71e-02
## 2772 -4.55e-03  1.88e-02 -6.06e-04  2.21e-03 -8.03e-03  1.56e-02  3.39e-02
## 2773 -1.20e-02  1.68e-02 -5.22e-03 -6.81e-03  1.49e-02  1.52e-02 -3.35e-02
## 2774 -3.19e-04 -1.69e-03  7.52e-04 -1.08e-03 -2.45e-03  5.79e-03 -7.01e-03
## 2775  2.15e-02 -3.91e-02  1.42e-02 -1.76e-02 -2.80e-02  2.44e-03 -6.45e-02
## 2776 -1.60e-02  6.58e-03  8.91e-03 -1.83e-02  1.23e-02  2.33e-02 -3.54e-02
## 2777 -8.06e-03  4.52e-02 -6.25e-03  3.49e-02 -1.41e-02 -2.00e-02  6.65e-02
## 2778  1.51e-03  5.72e-03 -3.03e-03  2.21e-03  1.27e-03 -6.59e-03  1.18e-02
## 2779  3.24e-04  1.65e-03  1.37e-03  6.10e-03 -1.64e-03 -1.01e-02  1.33e-02
## 2780 -2.79e-03  6.52e-03  4.76e-03  1.28e-02  7.10e-03 -3.50e-02  4.09e-02
## 2781  2.37e-03 -1.67e-03 -2.11e-03 -7.65e-03  1.30e-03  6.85e-03 -9.85e-03
## 2782 -9.90e-03 -1.89e-03  3.37e-03 -1.47e-02  4.59e-03  3.15e-02 -4.41e-02
## 2783 -2.07e-03  3.15e-02 -1.15e-02  5.78e-02 -3.44e-02 -9.53e-03  6.94e-02
## 2784  4.55e-03 -8.56e-04 -1.90e-03 -3.69e-04 -8.30e-04 -5.30e-03  1.07e-02
## 2785  1.91e-03 -5.12e-03  4.24e-03  1.23e-03 -1.88e-03 -1.14e-02 -1.57e-02
## 2786  1.60e-02  8.87e-03 -2.04e-02 -5.83e-03  2.36e-03 -2.94e-04  2.95e-02
## 2787  5.22e-03 -8.56e-03 -9.50e-03 -1.20e-02  9.23e-03  1.21e-02 -2.86e-02
## 2788  1.35e-02 -3.08e-03 -1.84e-02 -4.23e-03 -2.50e-02  4.96e-02 -6.03e-02
## 2789 -3.73e-02 -3.28e-04  3.05e-02  1.20e-02 -7.17e-03  2.89e-02 -6.82e-02
## 2790 -6.07e-04  1.25e-04  4.25e-04 -4.74e-04  7.24e-05  1.43e-03  1.75e-03
## 2791 -2.62e-04  5.92e-03 -9.98e-03 -8.52e-03  6.79e-03  1.80e-02 -2.63e-02
## 2792 -1.66e-03  1.52e-03 -1.59e-03 -1.93e-03  2.60e-03  4.92e-03 -8.61e-03
## 2793 -2.89e-03  1.63e-03  3.20e-03  2.11e-03  4.20e-04 -3.52e-03  5.30e-03
## 2794 -5.36e-03 -1.24e-03 -1.22e-04 -1.62e-02  1.03e-02  2.04e-02 -3.03e-02
## 2795 -9.67e-03  4.60e-03  2.99e-03  1.97e-03  5.48e-03  3.33e-03 -1.81e-02
## 2796  2.84e-02 -8.54e-03 -3.38e-02 -2.18e-02 -1.45e-02  5.45e-02 -6.47e-02
## 2797  1.29e-02 -2.36e-03 -2.09e-02 -4.65e-03 -6.49e-04  1.84e-02 -3.07e-02
## 2798 -1.14e-02  3.52e-03  6.66e-03 -1.51e-04  2.56e-03  9.48e-03 -1.96e-02
## 2799 -1.66e-02  2.01e-03  1.38e-02 -3.53e-03  6.19e-03  7.90e-03 -2.30e-02
## 2800  4.04e-03 -1.42e-03 -1.44e-02 -5.77e-03  8.02e-03  1.54e-02 -3.17e-02
## 2801  6.78e-03 -7.43e-03 -6.29e-03 -1.47e-03 -2.21e-03  5.92e-03 -1.27e-02
## 2802  3.63e-03 -2.60e-02  3.37e-03 -6.96e-03 -1.64e-02  3.70e-02 -5.37e-02
## 2803 -1.29e-02 -2.37e-02  4.26e-02 -2.09e-02  3.59e-03 -2.58e-02 -6.87e-02
## 2804 -5.08e-03  8.53e-03 -4.55e-03 -1.12e-02  9.54e-04  3.06e-02 -3.60e-02
## 2805  3.32e-02 -2.72e-03 -5.53e-02 -1.07e-02  7.85e-03  3.12e-02 -7.02e-02
## 2806 -1.71e-03  7.48e-03 -2.47e-04 -6.95e-04  1.64e-03 -1.60e-03  1.04e-02
## 2807  1.09e-02  1.20e-02 -1.40e-02  1.31e-02 -8.57e-03 -9.93e-03  3.23e-02
## 2808 -3.82e-03 -1.52e-02  6.16e-03  1.84e-03  1.30e-03  3.50e-03 -2.83e-02
## 2809  3.07e-02 -2.19e-02 -2.54e-02 -9.45e-02  3.33e-02  4.74e-02 -1.09e-01
## 2810  1.55e-02 -2.79e-03  6.31e-03  1.16e-02 -1.69e-02 -3.95e-02  7.29e-02
## 2811 -1.24e-01  3.50e-02  1.15e-01 -4.65e-02  8.23e-02 -2.08e-02 -1.49e-01
## 2812  2.13e-02 -2.74e-03 -8.87e-03  2.10e-02 -9.37e-03 -4.94e-02  6.68e-02
## 2813 -3.76e-03 -1.39e-03  2.95e-03  4.40e-05 -8.78e-04  6.04e-03 -1.04e-02
## 2814 -8.07e-02  7.23e-02  2.37e-02  2.36e-02  8.28e-02 -4.31e-02  1.29e-01
## 2815  6.05e-03  1.05e-02 -6.05e-03  1.60e-03  3.15e-03 -1.62e-02  3.30e-02
## 2816 -1.18e-02  1.21e-02  1.41e-02  4.86e-03 -2.82e-03 -7.32e-03  2.65e-02
## 2817  4.94e-03  5.52e-03 -7.06e-03 -3.56e-03  2.60e-03 -1.87e-04  1.42e-02
## 2818  7.33e-04 -3.32e-03 -9.94e-05 -1.36e-03 -6.07e-04  2.97e-03 -6.20e-03
## 2819  3.41e-02 -2.27e-02 -9.70e-03  3.60e-02 -4.52e-02 -2.26e-02  7.17e-02
## 2820 -6.30e-03 -4.63e-04  3.37e-03 -4.20e-03  4.20e-04  1.52e-02 -2.04e-02
## 2821  1.44e-02 -2.29e-03 -1.70e-02  5.70e-03 -8.35e-04 -4.11e-03  2.26e-02
## 2822  1.23e-02  3.50e-02 -6.38e-02 -5.17e-02  5.77e-02  4.70e-02 -1.14e-01
## 2823  8.02e-04  1.40e-03 -1.51e-03 -7.18e-04  2.87e-03 -3.80e-03  5.17e-03
## 2824  2.37e-02  1.02e-03 -4.28e-02  8.54e-03 -1.42e-02  3.90e-02 -6.62e-02
## 2825  1.90e-02  1.50e-02 -1.28e-02 -1.23e-02  4.16e-03 -2.49e-02  6.58e-02
## 2826 -3.88e-02  5.31e-02 -2.05e-02  4.49e-02  7.84e-03  5.73e-02  1.37e-01
## 2827  2.89e-04 -1.00e-03  2.40e-04 -9.61e-04 -7.35e-04  1.93e-03 -2.31e-03
## 2828 -3.88e-03  9.43e-04  4.73e-04 -5.42e-04  1.57e-03  6.54e-03 -1.21e-02
## 2829  9.44e-04  2.54e-03 -8.17e-03  5.02e-04  6.10e-03  1.83e-03 -1.56e-02
## 2830 -4.68e-03 -7.41e-03  8.61e-03 -3.61e-03 -1.14e-03  4.76e-03 -1.61e-02
## 2831 -7.15e-03 -1.03e-02  8.81e-03 -1.18e-02  5.77e-03  1.29e-02 -2.88e-02
## 2832 -4.67e-03  1.48e-03  4.96e-03 -3.74e-03  5.31e-03 -1.59e-03  9.17e-03
## 2833  1.95e-04  2.22e-03 -1.36e-03  2.48e-04 -2.15e-03  2.69e-03 -7.16e-03
## 2834 -1.44e-02 -1.78e-02  2.45e-02 -1.39e-02 -1.28e-03  2.98e-02  5.21e-02
## 2835  3.30e-03  1.88e-02 -8.27e-03 -4.87e-02  1.79e-02  2.09e-02 -6.96e-02
## 2836  5.55e-03 -1.71e-03 -8.32e-03  1.86e-03  5.48e-04 -1.88e-03 -1.39e-02
## 2837 -1.34e-05  5.14e-05 -4.33e-05  1.20e-04  1.72e-04 -5.15e-04 -6.70e-04
## 2838 -5.89e-03 -6.24e-03  8.20e-03 -4.93e-04  6.24e-03 -3.17e-03  2.02e-02
## 2839  2.96e-03 -1.03e-02  1.93e-03 -2.04e-02 -3.11e-04  3.06e-02  3.84e-02
## 2840 -2.22e-03 -3.35e-03  2.99e-03 -3.79e-03  3.01e-03  5.42e-03  1.37e-02
## 2841  4.27e-03  4.96e-05 -6.77e-03  1.50e-02 -3.70e-03 -8.05e-03  2.18e-02
## 2842 -4.01e-02 -1.94e-03  6.00e-02 -3.68e-02  2.01e-02  7.34e-03  8.33e-02
## 2843 -2.05e-03  1.61e-03  1.52e-03  9.18e-05  2.12e-03 -3.30e-03 -4.21e-03
## 2844 -8.67e-03 -4.18e-03  1.26e-02  1.07e-02 -2.20e-03 -8.52e-03  2.12e-02
## 2845 -7.40e-03  8.81e-04 -2.16e-03 -3.51e-03  4.12e-02 -3.53e-02  5.82e-02
## 2846 -6.97e-03 -4.10e-03  5.17e-03  1.09e-02  3.76e-03 -4.92e-03  2.83e-02
## 2847 -1.18e-03 -9.93e-04  2.22e-03 -2.72e-03  2.04e-03  1.08e-03  7.04e-03
## 2848  9.49e-05 -1.11e-04 -6.47e-05 -2.68e-05  1.01e-04 -1.19e-04  3.09e-04
## 2849  2.36e-03  1.75e-03 -4.09e-03  4.71e-03 -3.41e-03 -1.81e-03 -1.05e-02
## 2850  2.15e-03 -2.32e-04 -3.48e-03  2.08e-03 -1.94e-03  1.76e-03 -5.76e-03
## 2851  6.12e-03  1.49e-02 -1.25e-02  3.09e-02 -2.25e-02 -1.44e-02 -5.18e-02
## 2852  6.34e-04 -2.12e-03  1.50e-03 -8.47e-03  3.32e-03  4.20e-03  1.09e-02
## 2853 -1.42e-02  3.16e-03  1.16e-02 -1.08e-02  1.93e-02 -2.89e-03  2.64e-02
## 2854  2.66e-04  2.26e-04 -5.75e-04  1.04e-05  1.11e-04  7.33e-06 -8.30e-04
## 2855 -5.41e-03 -6.49e-03  7.98e-03 -1.35e-02  1.93e-02 -9.29e-03  2.77e-02
## 2856 -3.61e-04 -3.32e-04  5.07e-04 -1.20e-03  1.14e-03  1.16e-04  1.80e-03
## 2857 -1.52e-03 -2.74e-03  5.60e-03 -5.43e-03 -8.21e-04  3.81e-03  1.03e-02
## 2858 -1.21e-02 -3.73e-02  4.83e-02 -1.13e-02  1.04e-02 -4.08e-02  8.43e-02
## 2859  3.86e-03 -3.86e-03 -2.19e-03  1.24e-02 -1.40e-02  2.40e-03 -1.69e-02
## 2860  3.14e-03 -2.30e-03 -4.27e-03 -6.99e-03  5.12e-04  1.35e-02  1.56e-02
## 2861  1.41e-02 -1.09e-02 -6.85e-03 -4.76e-03 -7.82e-03  5.96e-03  1.80e-02
## 2862 -1.51e-03 -1.95e-03  6.18e-03 -3.30e-03 -7.38e-04 -8.03e-04  1.15e-02
## 2863  1.17e-03  2.95e-03 -3.74e-03  3.19e-03 -2.56e-03  1.29e-03 -8.47e-03
## 2864  1.67e-02 -2.10e-02 -7.56e-03 -4.31e-02  2.21e-02  3.12e-03 -4.91e-02
## 2865  4.42e-04  5.76e-03 -7.50e-03  7.02e-03 -1.68e-03  2.54e-03 -1.60e-02
## 2866  7.75e-03  1.58e-03 -1.02e-02  6.04e-04 -2.53e-03  9.29e-04 -1.36e-02
## 2867  1.65e-03 -1.67e-03 -3.83e-04 -7.37e-04 -1.49e-03  1.41e-03  2.80e-03
## 2868  2.71e-03 -6.57e-04 -1.65e-03 -2.25e-03  1.50e-04  3.59e-05  5.03e-03
## 2869  3.56e-03  5.93e-03 -9.14e-03  1.13e-02 -6.85e-04 -1.36e-02 -2.48e-02
## 2870  2.36e-03 -6.62e-03  4.77e-04  6.28e-03 -6.19e-03 -1.78e-03 -1.09e-02
## 2871 -2.74e-04 -6.96e-04  9.45e-04 -1.38e-03  1.70e-04  1.29e-03  2.57e-03
## 2872 -1.44e-03  4.17e-03  1.47e-03 -5.27e-03  1.69e-03  2.64e-03  9.84e-03
## 2873  4.85e-03 -1.95e-03 -3.50e-03  1.63e-03 -9.25e-03  7.10e-03 -1.40e-02
## 2874 -4.19e-03  8.95e-03  9.10e-04 -3.84e-03  3.52e-03  3.08e-03  1.17e-02
## 2875  2.36e-03  3.44e-03 -5.93e-03  5.82e-03 -5.36e-04 -4.81e-03 -1.11e-02
## 2876 -4.65e-04  1.16e-02 -4.46e-03  9.10e-03 -2.02e-02  2.05e-02 -3.65e-02
## 2877  4.19e-03 -1.00e-02  4.67e-03 -7.52e-03 -4.61e-03  5.86e-03  1.71e-02
## 2878  5.09e-03  1.79e-02 -2.19e-02  1.97e-02 -8.72e-03  4.70e-03 -3.99e-02
## 2879 -3.80e-05 -5.80e-05  1.14e-04 -1.02e-04  1.49e-05  4.17e-05  2.07e-04
## 2880  1.88e-03 -2.89e-03 -1.19e-03 -6.62e-03  4.96e-03 -6.71e-04 -8.22e-03
## 2881 -6.06e-03  1.63e-02  6.19e-03 -2.35e-02  2.75e-03  2.25e-02  4.45e-02
## 2882 -2.78e-02  5.05e-02  9.90e-03  1.89e-02  1.04e-03 -7.73e-03  5.75e-02
## 2883  3.30e-03 -1.33e-03 -3.23e-03  1.43e-03 -1.49e-03 -1.09e-03 -4.53e-03
## 2884  6.21e-04  1.58e-03 -2.38e-03  3.95e-03 -4.53e-04 -3.36e-03 -6.46e-03
## 2885 -4.83e-03  3.48e-03  5.25e-03 -6.30e-03  2.86e-03  5.11e-03  1.28e-02
## 2886 -1.40e-02 -6.76e-04  1.55e-02 -9.33e-03  1.35e-02 -1.72e-03  2.47e-02
## 2887 -4.18e-04  1.11e-02 -1.25e-02  1.77e-02 -3.20e-03 -2.28e-03 -3.09e-02
## 2888 -1.89e-03 -9.61e-04  2.78e-03 -3.36e-03  2.59e-03  7.20e-04  5.32e-03
## 2889  1.76e-02 -6.69e-03 -1.25e-02  4.01e-03 -2.36e-02  1.17e-02 -3.72e-02
## 2890 -1.28e-02  1.07e-02  1.56e-02 -2.47e-02  2.20e-02 -6.28e-03  4.23e-02
## 2891  1.45e-03 -2.06e-03  2.16e-04 -1.51e-03 -6.96e-04  6.13e-04  3.15e-03
## 2892  1.29e-03 -1.95e-03 -7.67e-03  1.53e-02 -1.81e-03 -4.83e-03 -2.60e-02
## 2893 -2.56e-03 -9.52e-03  9.75e-03 -2.68e-03  8.15e-03 -1.50e-02  2.50e-02
## 2894 -1.28e-03  3.55e-04  1.71e-03 -1.30e-03  8.40e-04  5.74e-04  3.49e-03
## 2895 -6.70e-04  1.47e-03 -4.96e-04  2.65e-03 -2.34e-03  1.81e-03 -4.65e-03
## 2896 -2.74e-03  2.02e-03  1.14e-03  2.67e-03  1.03e-03 -2.59e-03 -5.06e-03
## 2897 -1.38e-02  1.20e-02  9.41e-03 -2.94e-03  9.10e-03 -6.72e-04  1.83e-02
## 2898  3.00e-03  1.64e-02 -1.70e-02  3.21e-03  4.15e-03 -8.18e-05 -3.08e-02
## 2899  3.14e-03  2.61e-07 -9.49e-03  7.62e-03  3.36e-03 -5.67e-03 -1.97e-02
## 2900  1.02e-03  2.39e-04 -1.34e-03  4.42e-03 -7.79e-03  6.02e-03 -1.10e-02
## 2901 -2.32e-03  1.98e-05  4.22e-03  3.49e-03 -4.90e-03 -5.65e-04 -8.02e-03
## 2902  2.62e-02  7.77e-04 -2.25e-02  2.32e-02 -1.62e-02 -3.91e-02 -6.40e-02
## 2903  1.53e-02 -2.31e-02  3.90e-04 -2.12e-02 -9.13e-03  2.25e-02  3.69e-02
## 2904 -4.55e-03  1.11e-02 -3.63e-03  5.16e-03  1.44e-03  6.37e-04 -1.56e-02
## 2905  5.33e-03 -3.06e-03 -5.39e-03  1.39e-03 -4.84e-03  4.85e-03 -9.41e-03
## 2906  3.43e-03 -2.31e-03 -3.34e-03  1.44e-03 -2.71e-03  5.83e-04 -7.66e-03
## 2907 -5.54e-03  4.86e-03  3.55e-03  5.14e-04  3.14e-03 -7.46e-04  7.94e-03
## 2908  1.41e-02 -4.66e-03 -8.52e-03  1.62e-02 -2.12e-02 -7.93e-03 -3.13e-02
## 2909 -9.48e-03  9.26e-03  6.84e-03 -1.42e-04  3.66e-03 -3.84e-04  1.27e-02
## 2910  1.20e-02 -2.37e-02  6.69e-03 -1.85e-02  1.12e-02 -1.84e-02  4.89e-02
## 2911 -8.08e-03  1.51e-02  6.44e-05  3.05e-02 -1.29e-02 -1.36e-02 -3.68e-02
## 2912 -6.02e-03  1.00e-02 -1.66e-03  1.66e-02 -9.03e-03  2.49e-03 -2.47e-02
## 2913 -2.77e-03  1.08e-02 -1.05e-02  1.27e-02  7.15e-03 -1.16e-02 -3.10e-02
## 2914  3.32e-03  1.11e-03 -7.05e-03 -1.71e-02  1.58e-02  4.31e-03  2.16e-02
## 2915 -9.98e-03  4.73e-03  1.53e-02 -1.17e-02  6.03e-03 -1.62e-03  2.67e-02
## 2916 -1.66e-02  8.56e-03  1.30e-02 -7.50e-03  2.20e-02 -1.32e-02  2.88e-02
## 2917  1.43e-03  4.87e-04 -1.88e-03  9.32e-04 -7.77e-04 -7.11e-04 -3.04e-03
## 2918 -1.23e-03 -1.84e-03  3.36e-03 -1.54e-03 -6.50e-04  1.51e-03  5.41e-03
## 2919  1.06e-03 -1.75e-03 -3.24e-04  4.52e-03 -3.46e-03 -2.26e-03 -6.39e-03
## 2920  1.29e-02  2.31e-03 -2.31e-02  2.53e-02 -1.99e-02  8.96e-03 -4.38e-02
## 2921 -1.01e-03  4.42e-03 -2.74e-03  1.20e-03 -1.06e-03  4.59e-03 -9.28e-03
## 2922 -1.02e-02 -2.16e-02  2.53e-02 -4.61e-02  3.17e-02  6.75e-03  6.67e-02
## 2923 -1.15e-04 -1.90e-03  1.45e-03 -6.94e-03  4.77e-03  1.00e-03  8.50e-03
## 2924 -5.42e-03  7.94e-03  5.69e-03 -9.27e-03  1.64e-03  8.38e-03  1.98e-02
## 2925 -1.11e-02  1.30e-03  1.36e-02 -8.77e-03  1.44e-02 -8.84e-03  2.65e-02
## 2926 -2.87e-03  2.87e-03  1.01e-03 -6.21e-03  4.50e-03  6.70e-03  1.16e-02
## 2927 -1.16e-04  5.86e-04  3.64e-04 -1.45e-03  4.04e-04  5.67e-04  2.36e-03
## 2928 -2.17e-02  2.37e-02  3.95e-03 -1.22e-02  2.87e-02 -1.93e-03 -3.68e-02
## 2929 -1.09e-04  2.16e-03 -6.95e-04 -2.86e-04  2.81e-04  8.61e-04  3.90e-03
## 2930  5.28e-03  4.63e-03  1.31e-03  5.62e-03 -1.49e-02 -5.56e-05  3.13e-02
## 2931  2.24e-03 -7.93e-04 -2.02e-03 -3.70e-03  4.05e-03 -2.40e-03  6.62e-03
## 2932 -3.93e-03  1.26e-02 -4.13e-03  7.70e-03  2.71e-03 -7.31e-03 -1.77e-02
## 2933 -7.13e-04  6.20e-02 -9.66e-03 -2.98e-03 -5.92e-03 -5.37e-03  1.02e-01
## 2934  1.60e-02 -1.40e-02 -6.38e-03 -8.31e-03 -2.87e-03 -3.23e-04  2.41e-02
## 2935 -3.19e-03  2.63e-03  1.35e-03  9.50e-04  2.72e-03 -2.49e-03 -4.59e-03
## 2936  1.70e-02 -1.53e-02 -8.42e-03 -6.78e-03 -9.07e-03  1.08e-02  2.29e-02
## 2937  5.59e-03 -7.19e-03  3.87e-03 -8.57e-03 -6.38e-03  6.96e-03  2.19e-02
## 2938 -1.22e-03  3.87e-03 -1.94e-03  9.26e-04  2.25e-03 -1.24e-03 -5.75e-03
## 2939  1.49e-02 -1.70e-02 -2.86e-03 -9.10e-03 -7.89e-03  7.17e-03  2.51e-02
## 2940 -3.12e-03  8.28e-03 -6.85e-04  3.87e-03 -5.51e-03  6.30e-03 -1.49e-02
## 2941 -1.19e-03  1.28e-03  5.00e-04  7.29e-04 -3.19e-04  5.93e-04 -2.02e-03
## 2942  2.18e-02 -1.88e-02 -5.10e-03 -6.35e-03 -2.60e-02  2.30e-02  4.14e-02
## 2943  1.01e-02 -1.02e-02 -2.87e-03 -4.43e-03 -3.56e-03  2.31e-04  1.58e-02
## 2944  4.07e-03 -6.14e-03  1.05e-03 -6.87e-03 -1.49e-03  4.38e-03  1.14e-02
## 2945  1.29e-03  6.81e-04 -3.15e-03 -7.97e-03  8.85e-03 -2.98e-03 -1.16e-02
## 2946  1.42e-02 -1.17e-02 -3.41e-03 -8.78e-03 -2.58e-03 -5.30e-03  2.43e-02
## 2947 -2.42e-03  1.98e-03  8.87e-04  4.61e-03 -2.29e-03 -6.23e-04 -7.76e-03
## 2948  2.75e-02 -3.84e-02 -1.24e-02 -4.01e-02  1.97e-04  4.59e-02  7.08e-02
## 2949  7.72e-04 -7.65e-04  2.28e-03 -5.86e-04 -4.84e-03  3.69e-03  9.08e-03
## 2950  1.17e-03 -1.21e-03 -2.05e-03 -7.94e-04  9.23e-04  1.36e-03 -4.45e-03
## 2951 -7.27e-03  5.40e-03  3.03e-03  6.58e-03 -3.35e-03  4.84e-03 -1.46e-02
## 2952  5.80e-03  1.38e-03 -1.16e-02  1.28e-02 -2.42e-02  2.71e-02 -4.52e-02
## 2953  1.18e-02 -4.32e-03 -1.46e-02  9.64e-03 -2.13e-02  2.39e-02 -3.59e-02
## 2954  1.92e-03  9.40e-03 -1.36e-02  9.28e-03 -8.38e-03  1.66e-02 -3.23e-02
## 2955 -2.42e-03  1.52e-03  2.98e-03 -2.28e-03  4.26e-03 -4.65e-03  7.68e-03
## 2956 -7.65e-04 -7.62e-06  1.29e-03 -4.09e-04  4.51e-04 -6.96e-04  1.98e-03
## 2957  9.96e-04  2.31e-03 -1.39e-02  1.13e-02  3.42e-03  2.81e-03 -3.37e-02
## 2958 -9.26e-04  5.75e-04  2.37e-04  4.76e-04  1.50e-04  4.32e-04 -2.03e-03
## 2959 -4.04e-03  2.00e-03 -1.16e-03  1.45e-02 -1.20e-02  1.11e-02 -2.67e-02
## 2960 -1.19e-04  3.60e-03 -5.16e-03  3.17e-03 -2.20e-03  8.08e-03 -1.36e-02
## 2961 -2.56e-03  7.96e-03 -7.35e-03 -1.43e-03  9.07e-03  2.23e-03 -1.80e-02
## 2962  5.10e-06  7.65e-06 -2.18e-05  2.68e-05 -3.12e-05  4.00e-05 -7.04e-05
## 2963 -1.31e-03  4.83e-04  1.96e-03 -1.00e-03  1.74e-03 -2.18e-03  4.28e-03
## 2964 -1.52e-02  2.84e-02 -6.68e-03  3.40e-03  7.15e-03  1.64e-02 -4.01e-02
## 2965 -3.19e-02  1.34e-02  2.13e-02  2.91e-02 -1.28e-02  9.06e-03 -5.36e-02
## 2966  3.31e-02 -1.35e-03 -5.24e-02  9.13e-03 -1.27e-02  3.01e-02 -6.89e-02
## 2967 -4.09e-03  5.58e-03 -2.33e-03  3.37e-03  5.86e-04  6.27e-03 -1.38e-02
## 2968  2.29e-03  5.52e-03 -8.68e-03  1.79e-03  1.11e-03  3.51e-03 -1.26e-02
## 2969  1.47e-03 -2.08e-03  2.44e-03 -3.07e-03 -6.68e-04 -1.30e-03  9.89e-03
## 2970  8.24e-04 -3.07e-03  8.95e-04 -1.90e-05 -2.53e-03  1.87e-03 -4.55e-03
## 2971 -1.30e-03  2.32e-03  7.30e-04  2.06e-03 -7.88e-04 -1.12e-03  3.43e-03
## 2972 -1.31e-02  1.36e-02  2.49e-04  5.73e-03  5.86e-03  4.81e-03 -2.67e-02
## 2973  7.27e-04  4.04e-03 -4.67e-03  1.07e-02 -1.38e-02  1.18e-02 -2.34e-02
## 2974 -3.00e-03  1.29e-02 -2.29e-02  3.59e-03  1.73e-03  3.87e-02 -6.62e-02
## 2975  7.16e-03  5.67e-03 -1.45e-02 -1.86e-03  5.13e-03 -2.33e-03 -2.11e-02
## 2976 -4.42e-03  7.82e-03  3.54e-03 -3.27e-03  3.57e-03 -2.10e-03  1.31e-02
## 2977 -1.90e-02  4.23e-02 -1.66e-02  2.10e-02  5.56e-03  1.37e-02 -6.51e-02
## 2978  8.04e-03 -5.62e-03 -3.63e-03  3.67e-03 -4.84e-03 -4.81e-03  1.44e-02
## 2979 -4.64e-03  8.44e-03 -1.09e-02  4.84e-03  5.28e-03  1.37e-02 -3.48e-02
## 2980  7.57e-03 -2.40e-03 -2.67e-03 -6.34e-03 -4.01e-03  3.87e-03  1.62e-02
## 2981 -5.03e-03  4.55e-03  6.69e-03 -6.33e-03  1.05e-03  5.70e-03  1.75e-02
## 2982 -6.87e-04  1.56e-03  3.82e-03  1.05e-03 -2.17e-03 -4.47e-03  1.20e-02
## 2983 -4.19e-04  1.50e-04  8.39e-04 -1.96e-03  1.90e-03 -8.42e-04  3.58e-03
## 2984 -1.73e-03 -3.02e-03  1.51e-02 -4.87e-03 -3.18e-03 -1.17e-02  3.49e-02
## 2985 -4.10e-02  3.76e-02  1.04e-02  5.40e-03  1.06e-02  3.28e-02 -7.16e-02
## 2986  4.05e-04  1.54e-02 -1.43e-02  9.87e-03 -8.73e-03  1.60e-02 -3.67e-02
## 2987  8.43e-03 -2.26e-02  1.79e-02  2.23e-03 -3.05e-02  7.86e-03  4.80e-02
## 2988  1.20e-02  1.21e-02 -2.31e-02 -3.92e-03  7.49e-03 -1.22e-02 -5.24e-02
## 2989 -7.84e-05  2.84e-03 -4.50e-03  3.02e-03 -8.68e-04  4.24e-03 -1.14e-02
## 2990  5.85e-04 -9.05e-04  1.11e-03 -2.30e-03  2.62e-03 -4.36e-03  6.98e-03
## 2991 -2.62e-03  1.78e-03  6.87e-04  2.56e-03 -1.09e-03  2.43e-03 -6.11e-03
## 2992  5.79e-03 -9.44e-04 -8.05e-03  1.05e-03 -4.37e-03  7.14e-03 -1.28e-02
## 2993 -4.69e-03  1.21e-03 -4.60e-04  6.94e-04 -2.24e-03  1.47e-02 -2.22e-02
## 2994 -1.14e-03  8.56e-04 -4.52e-03  1.11e-02 -6.55e-03  7.25e-03 -2.16e-02
## 2995 -1.00e-02  5.10e-03  3.36e-04  3.17e-03  3.29e-04  1.42e-02 -3.36e-02
## 2996 -3.84e-02  5.87e-02  1.73e-02  1.31e-03  2.36e-02 -1.33e-02  6.73e-02
## 2997 -1.39e-03  2.02e-04  2.46e-03 -1.28e-03  1.47e-03 -1.99e-03  4.68e-03
## 2998 -2.36e-03  2.15e-04  2.04e-03  4.18e-04  1.68e-04  7.27e-04 -3.44e-03
## 2999  7.73e-04 -2.22e-04 -1.99e-04  1.69e-03 -1.33e-03 -1.31e-03  2.81e-03
## 3000  1.64e-03 -1.39e-03  9.28e-04 -5.23e-04 -1.17e-03 -2.30e-03  6.40e-03
## 3001 -1.23e-02  1.28e-02  1.19e-02  4.74e-04  2.74e-03 -5.04e-03  2.25e-02
## 3002 -6.02e-03 -1.59e-03 -2.08e-03  1.23e-02 -1.22e-02  2.42e-02 -4.33e-02
## 3003 -8.22e-03 -8.96e-04  2.95e-03  4.46e-03 -1.12e-03  1.21e-02 -2.54e-02
## 3004  5.81e-04 -1.53e-03 -2.48e-04 -2.33e-03  1.69e-03  2.79e-04 -3.08e-03
## 3005 -3.37e-03  1.44e-02 -1.14e-02 -8.17e-04  1.16e-02  2.43e-03 -2.55e-02
## 3006 -6.75e-04  2.51e-03 -1.61e-03  1.02e-03 -5.59e-04  2.63e-03 -5.25e-03
## 3007  2.35e-04 -2.08e-04 -7.79e-05 -1.31e-04  5.86e-06 -1.02e-04  4.18e-04
## 3008 -1.32e-03  3.19e-03 -9.40e-04  2.33e-03 -1.01e-03  1.04e-03 -5.63e-03
## 3009  7.23e-03  6.63e-03 -1.56e-02 -2.90e-04  3.67e-03  1.94e-05 -2.14e-02
## 3010 -2.28e-03  2.68e-03  3.36e-03 -4.21e-03  1.85e-03  8.20e-05  8.65e-03
## 3011  4.98e-04  4.32e-03 -9.18e-03  1.07e-02 -6.69e-03  1.02e-02 -2.61e-02
## 3012 -2.20e-02  1.52e-02  1.40e-02 -7.48e-03  3.17e-03  2.08e-02 -3.64e-02
## 3013  7.64e-03 -1.36e-03 -1.04e-02  3.83e-03 -2.74e-03 -2.24e-03 -1.96e-02
## 3014 -2.07e-03  1.26e-03  1.23e-04  3.34e-04  2.95e-03 -1.51e-03 -4.93e-03
## 3015 -1.75e-02  7.75e-03  3.53e-03 -4.23e-03  1.72e-02  9.55e-03 -3.72e-02
## 3016  9.04e-04 -6.49e-04 -1.08e-03  1.51e-04 -1.42e-03  2.18e-03 -3.37e-03
## 3017 -1.41e-02  3.06e-02 -1.64e-02  2.71e-02 -6.75e-03  2.03e-02 -6.77e-02
## 3018 -6.95e-03  8.99e-03 -1.40e-03  1.19e-02 -4.76e-03  4.41e-03 -2.33e-02
## 3019  4.87e-04 -1.84e-03  1.99e-03  4.89e-03 -1.06e-03 -6.13e-03  1.49e-02
## 3020 -3.32e-03  5.01e-03 -6.66e-04  7.58e-04  1.75e-03  1.78e-03 -8.01e-03
## 3021  2.00e-04 -2.43e-04  6.80e-05  3.99e-04 -5.71e-04  2.82e-05  7.68e-04
## 3022  1.39e-02 -1.90e-02  4.72e-03  3.85e-03 -9.24e-03 -2.19e-02  4.03e-02
## 3023 -4.76e-04  7.12e-04 -3.61e-04 -1.42e-03  1.30e-03  7.75e-04 -2.87e-03
## 3024  4.34e-03 -4.70e-03 -3.38e-03 -7.75e-03 -7.38e-03  2.08e-02 -2.34e-02
## 3025  2.03e-04 -7.81e-04  9.61e-04  2.16e-03  3.73e-04 -5.05e-03  6.47e-03
## 3026  7.81e-04  4.17e-03  1.42e-03  1.25e-04 -4.20e-03  2.75e-04  1.51e-02
## 3027  3.41e-04  1.98e-03  2.65e-03  5.32e-03 -1.61e-03 -1.19e-02  1.71e-02
## 3028 -2.25e-03  2.08e-03  3.04e-03  9.06e-04  9.30e-03 -1.65e-02  2.24e-02
## 3029 -5.34e-03  2.31e-03 -3.96e-03 -1.22e-02  1.34e-02  1.48e-02 -2.91e-02
## 3030  8.89e-04 -1.92e-03 -4.34e-04 -1.13e-03 -3.72e-04  2.06e-03 -3.13e-03
## 3031  9.79e-04 -4.37e-04  8.97e-04  1.13e-03 -9.17e-04 -4.13e-03  6.31e-03
## 3032 -1.29e-03  1.76e-03 -1.22e-04 -6.46e-05  1.56e-03 -3.77e-04 -2.60e-03
## 3033  1.85e-03 -4.82e-04  9.13e-04 -3.01e-03  1.29e-04 -1.76e-03  9.55e-03
## 3034  2.37e-02 -1.11e-02  6.20e-03  2.47e-02 -6.39e-02  1.10e-02  8.42e-02
## 3035  1.63e-03 -1.98e-03  5.36e-04 -5.70e-04 -1.19e-03 -1.42e-04  5.97e-03
## 3036 -1.81e-02  3.99e-02  1.18e-02  1.59e-02  1.83e-02 -5.32e-02  8.12e-02
## 3037  3.35e-03 -3.22e-03  3.19e-04 -5.48e-03 -4.48e-04  2.17e-03  1.00e-02
## 3038 -1.22e-02  1.66e-02 -2.61e-03 -8.33e-03  1.83e-02  3.86e-03 -2.91e-02
## 3039  1.49e-03 -3.85e-03 -6.64e-04 -5.79e-03  4.29e-03  4.83e-04 -7.75e-03
## 3040  5.06e-03 -1.14e-03  9.49e-03 -1.23e-02  2.41e-02 -5.57e-02  7.64e-02
## 3041 -7.50e-04 -4.16e-03  6.61e-03  7.41e-03  1.30e-02 -3.57e-02  4.81e-02
## 3042  1.47e-03 -9.86e-03 -2.75e-03 -1.31e-02  1.32e-02  3.47e-03 -2.53e-02
## 3043 -6.75e-03  4.43e-03 -3.66e-03 -5.29e-03  1.04e-02  1.04e-02 -2.82e-02
## 3044 -2.01e-03  5.73e-03 -7.73e-03 -3.15e-02  1.22e-02  3.60e-02 -5.16e-02
## 3045 -6.96e-03  8.43e-03 -2.79e-03 -1.51e-03  6.98e-03  4.65e-03 -2.52e-02
## 3046  6.89e-04 -5.70e-04  1.32e-04  9.25e-05 -1.22e-03  5.00e-04  2.07e-03
## 3047  2.66e-02 -2.59e-02 -1.57e-04  5.63e-03 -5.75e-02  4.64e-02  7.56e-02
##      cov.r   cook.d      hat inf
## 1    1.003 2.49e-05 0.001230    
## 2    1.004 3.46e-05 0.002241    
## 3    1.001 4.45e-04 0.002004    
## 4    1.003 5.90e-05 0.001730    
## 5    1.005 5.80e-05 0.003237    
## 6    1.002 3.24e-04 0.002059    
## 7    1.002 1.73e-04 0.001697    
## 8    1.003 3.01e-05 0.001008    
## 9    1.003 1.78e-11 0.000948    
## 10   1.003 2.39e-05 0.001190    
## 11   1.003 8.27e-04 0.003408    
## 12   1.002 5.41e-05 0.000856    
## 13   1.001 3.26e-04 0.001378    
## 14   1.003 1.05e-05 0.001480    
## 15   1.003 7.26e-07 0.001089    
## 16   1.002 1.53e-05 0.000681    
## 17   1.003 4.91e-06 0.001465    
## 18   0.998 6.31e-04 0.001397    
## 19   1.002 1.39e-05 0.000568    
## 20   1.003 6.48e-05 0.001499    
## 21   1.011 4.90e-04 0.009859   *
## 22   1.002 3.20e-05 0.000651    
## 23   1.003 3.77e-06 0.000946    
## 24   1.000 2.65e-04 0.001012    
## 25   1.000 4.19e-04 0.001373    
## 26   1.003 1.23e-04 0.002154    
## 27   1.003 6.19e-07 0.000701    
## 28   1.003 2.45e-05 0.001347    
## 29   1.003 1.11e-03 0.004298    
## 30   1.004 7.61e-04 0.004134    
## 31   0.999 5.44e-03 0.006643   *
## 32   1.001 2.41e-04 0.001225    
## 33   1.005 2.93e-04 0.003895    
## 34   0.996 1.37e-03 0.001976    
## 35   1.003 8.10e-08 0.000999    
## 36   1.004 1.25e-04 0.002828    
## 37   1.003 1.43e-06 0.000792    
## 38   1.002 1.30e-04 0.001372    
## 39   1.002 1.51e-04 0.001223    
## 40   1.002 1.33e-05 0.000655    
## 41   1.002 1.79e-04 0.001269    
## 42   1.002 1.01e-04 0.000945    
## 43   1.005 4.67e-05 0.002798    
## 44   1.004 1.35e-04 0.002476    
## 45   1.000 5.01e-04 0.001773    
## 46   1.004 4.22e-04 0.003664    
## 47   1.003 1.63e-08 0.001477    
## 48   1.002 2.62e-06 0.000549    
## 49   1.002 6.33e-05 0.001010    
## 50   1.004 3.51e-04 0.003015    
## 51   1.003 3.28e-05 0.001037    
## 52   1.002 4.01e-04 0.002090    
## 53   1.006 1.89e-04 0.004234    
## 54   1.003 7.77e-06 0.000837    
## 55   0.999 1.18e-03 0.002614    
## 56   1.002 1.69e-05 0.000688    
## 57   1.004 1.32e-05 0.001756    
## 58   0.999 1.13e-03 0.002382    
## 59   1.001 2.69e-04 0.001238    
## 60   1.003 2.24e-05 0.001494    
## 61   1.002 5.16e-05 0.000676    
## 62   1.003 2.87e-05 0.001336    
## 63   1.002 6.14e-05 0.001142    
## 64   1.003 3.04e-05 0.001049    
## 65   1.003 5.54e-05 0.001582    
## 66   1.005 7.45e-05 0.002954    
## 67   1.003 8.37e-05 0.001668    
## 68   1.003 3.16e-09 0.000810    
## 69   0.997 1.11e-03 0.001906    
## 70   1.004 1.65e-05 0.001641    
## 71   1.003 3.84e-09 0.000619    
## 72   1.003 2.36e-05 0.001250    
## 73   0.998 2.16e-03 0.003495    
## 74   1.003 1.13e-05 0.001525    
## 75   1.002 1.58e-05 0.000719    
## 76   1.003 9.05e-06 0.000747    
## 77   0.998 7.24e-04 0.001511    
## 78   1.002 5.12e-05 0.000829    
## 79   0.996 9.78e-04 0.001484    
## 80   1.003 4.73e-06 0.000905    
## 81   1.002 4.10e-04 0.002219    
## 82   1.003 5.88e-05 0.001227    
## 83   1.003 3.45e-05 0.001506    
## 84   1.001 1.80e-04 0.001238    
## 85   1.003 1.62e-06 0.001532    
## 86   1.001 1.31e-04 0.000905    
## 87   0.999 3.90e-04 0.001240    
## 88   1.003 8.59e-06 0.000993    
## 89   1.002 2.94e-05 0.000793    
## 90   1.005 1.56e-04 0.003498    
## 91   1.003 2.49e-05 0.001210    
## 92   1.003 4.93e-06 0.000923    
## 93   0.996 1.20e-03 0.001836    
## 94   1.003 3.16e-06 0.000745    
## 95   1.003 8.10e-07 0.000926    
## 96   1.002 7.60e-04 0.002938    
## 97   1.002 8.22e-05 0.000852    
## 98   0.998 3.88e-04 0.001020    
## 99   1.003 3.65e-06 0.001030    
## 100  1.003 1.86e-06 0.001133    
## 101  1.003 2.49e-05 0.001276    
## 102  1.003 6.43e-04 0.003149    
## 103  1.002 3.04e-04 0.001693    
## 104  1.007 1.16e-03 0.006697   *
## 105  0.994 1.44e-03 0.001802    
## 106  1.005 1.42e-04 0.003182    
## 107  1.004 7.76e-05 0.002718    
## 108  1.003 1.31e-04 0.001926    
## 109  1.005 2.56e-05 0.003401    
## 110  1.001 2.06e-04 0.001065    
## 111  1.002 2.23e-04 0.001663    
## 112  1.000 7.12e-04 0.002205    
## 113  1.003 4.08e-05 0.001255    
## 114  1.001 2.89e-04 0.001283    
## 115  0.999 6.54e-04 0.001786    
## 116  0.972 5.38e-03 0.001968   *
## 117  1.006 3.01e-04 0.004948   *
## 118  1.004 1.30e-04 0.002663    
## 119  0.988 1.22e-02 0.006798   *
## 120  0.993 1.74e-03 0.001848   *
## 121  1.004 1.52e-04 0.002922    
## 122  0.989 4.59e-03 0.003385   *
## 123  1.002 4.51e-04 0.002252    
## 124  0.980 2.19e-03 0.001108   *
## 125  0.997 1.70e-03 0.002642    
## 126  1.003 7.01e-06 0.000924    
## 127  1.005 1.48e-05 0.002834    
## 128  1.003 3.79e-05 0.001027    
## 129  1.003 3.52e-05 0.001649    
## 130  1.003 4.36e-07 0.001021    
## 131  1.003 2.97e-05 0.001057    
## 132  1.003 5.81e-07 0.001004    
## 133  1.003 2.89e-06 0.000928    
## 134  1.004 2.10e-06 0.001659    
## 135  1.004 7.68e-06 0.001597    
## 136  1.004 7.85e-05 0.002632    
## 137  1.003 2.38e-05 0.001465    
## 138  1.003 2.95e-07 0.000799    
## 139  1.004 3.63e-05 0.002158    
## 140  1.006 1.02e-07 0.003734    
## 141  1.005 1.43e-08 0.003137    
## 142  1.004 4.62e-06 0.002213    
## 143  1.005 8.24e-06 0.002611    
## 144  1.002 6.81e-05 0.001088    
## 145  1.004 1.02e-04 0.002466    
## 146  1.004 1.69e-04 0.002872    
## 147  1.005 8.49e-08 0.003036    
## 148  1.006 3.39e-05 0.003865    
## 149  1.003 1.55e-04 0.001830    
## 150  1.004 3.61e-07 0.002192    
## 151  1.005 4.58e-06 0.003406    
## 152  1.006 1.06e-05 0.004015   *
## 153  1.003 8.32e-05 0.001860    
## 154  1.002 1.89e-04 0.001703    
## 155  1.004 1.15e-05 0.001632    
## 156  1.005 9.88e-05 0.003603    
## 157  1.004 2.28e-04 0.002744    
## 158  1.003 1.07e-04 0.001726    
## 159  1.004 3.05e-05 0.002025    
## 160  1.002 2.24e-04 0.001788    
## 161  1.006 3.26e-05 0.003929    
## 162  1.005 7.76e-05 0.002844    
## 163  0.997 2.82e-03 0.003930    
## 164  1.001 5.36e-04 0.001898    
## 165  1.003 2.08e-04 0.002102    
## 166  0.996 3.35e-03 0.003898   *
## 167  1.003 6.27e-04 0.003368    
## 168  1.003 3.97e-06 0.001417    
## 169  1.005 1.08e-04 0.003770    
## 170  1.004 2.11e-03 0.006293   *
## 171  1.006 2.53e-04 0.004546    
## 172  1.004 5.54e-07 0.002010    
## 173  1.002 1.83e-03 0.004542    
## 174  1.003 4.69e-04 0.002772    
## 175  1.004 6.13e-04 0.003822    
## 176  0.995 5.46e-03 0.005396   *
## 177  1.010 1.82e-02 0.018835   *
## 178  1.002 3.41e-04 0.002045    
## 179  1.004 5.85e-05 0.002479    
## 180  1.003 2.04e-04 0.001992    
## 181  1.004 1.57e-05 0.001759    
## 182  1.001 4.68e-04 0.001899    
## 183  0.998 7.52e-04 0.001590    
## 184  1.005 2.88e-04 0.003931    
## 185  1.001 4.53e-04 0.002048    
## 186  1.004 6.57e-05 0.002219    
## 187  1.004 5.06e-04 0.003811    
## 188  1.005 7.95e-04 0.004742    
## 189  0.992 7.89e-03 0.005769   *
## 190  1.009 9.28e-07 0.007035   *
## 191  1.002 3.15e-04 0.001808    
## 192  1.003 3.39e-07 0.001303    
## 193  1.001 9.94e-05 0.000720    
## 194  1.000 3.16e-03 0.005039   *
## 195  1.000 1.72e-04 0.000792    
## 196  0.999 3.97e-04 0.001057    
## 197  1.000 1.42e-04 0.000673    
## 198  0.998 7.70e-04 0.001690    
## 199  1.003 4.53e-05 0.001422    
## 200  1.001 1.49e-04 0.001079    
## 201  1.003 4.41e-06 0.000843    
## 202  1.002 1.62e-03 0.004197    
## 203  0.998 5.37e-04 0.001262    
## 204  1.004 5.88e-05 0.002391    
## 205  1.001 1.29e-04 0.000980    
## 206  1.001 7.14e-04 0.002361    
## 207  1.004 1.82e-06 0.001652    
## 208  1.001 8.16e-05 0.000563    
## 209  0.992 2.95e-03 0.002801   *
## 210  1.005 1.85e-03 0.006301   *
## 211  1.002 9.81e-05 0.001064    
## 212  1.003 2.93e-05 0.001188    
## 213  1.002 7.41e-06 0.000550    
## 214  1.003 2.05e-05 0.001167    
## 215  0.999 2.77e-04 0.000900    
## 216  1.002 2.74e-04 0.001760    
## 217  1.011 7.48e-06 0.008482   *
## 218  1.003 1.43e-05 0.001248    
## 219  0.997 1.12e-03 0.001848    
## 220  1.000 4.50e-04 0.001396    
## 221  1.001 1.58e-04 0.001068    
## 222  1.003 4.18e-06 0.001168    
## 223  1.003 1.16e-05 0.001157    
## 224  1.002 1.18e-04 0.001199    
## 225  1.004 8.66e-05 0.002094    
## 226  1.003 8.03e-06 0.001082    
## 227  1.002 1.79e-04 0.001736    
## 228  1.005 2.31e-04 0.003541    
## 229  1.006 1.44e-05 0.003885    
## 230  1.003 2.21e-04 0.002367    
## 231  1.001 1.47e-04 0.000990    
## 232  1.003 1.91e-06 0.001423    
## 233  1.002 7.39e-05 0.001128    
## 234  1.003 1.10e-04 0.001733    
## 235  1.003 1.00e-04 0.001974    
## 236  1.003 5.00e-06 0.000998    
## 237  0.996 1.12e-03 0.001663    
## 238  1.000 9.22e-04 0.002428    
## 239  1.003 9.56e-06 0.000886    
## 240  1.000 4.38e-04 0.001447    
## 241  1.003 3.48e-05 0.000972    
## 242  1.003 6.05e-05 0.001384    
## 243  1.001 4.60e-04 0.002013    
## 244  1.003 1.08e-04 0.001463    
## 245  1.004 7.19e-06 0.001914    
## 246  0.998 6.22e-04 0.001303    
## 247  0.997 6.98e-04 0.001341    
## 248  1.002 1.33e-05 0.000459    
## 249  1.003 6.49e-07 0.000982    
## 250  0.992 1.52e-03 0.001551   *
## 251  1.003 1.05e-05 0.000972    
## 252  1.004 2.51e-04 0.002756    
## 253  1.005 1.07e-03 0.005248    
## 254  0.972 1.50e-02 0.004962   *
## 255  1.000 8.67e-04 0.002395    
## 256  1.010 1.47e-02 0.017584   *
## 257  1.002 1.42e-04 0.001135    
## 258  1.001 3.40e-04 0.001567    
## 259  1.004 8.47e-06 0.001809    
## 260  1.007 2.39e-04 0.005649   *
## 261  0.998 9.51e-04 0.001857    
## 262  1.005 1.32e-04 0.003414    
## 263  1.003 1.36e-05 0.001003    
## 264  1.002 1.36e-02 0.012403   *
## 265  1.000 9.22e-04 0.002365    
## 266  1.005 2.36e-04 0.004016    
## 267  1.004 8.19e-05 0.002237    
## 268  1.002 5.75e-05 0.000679    
## 269  1.004 2.55e-05 0.001829    
## 270  1.002 4.35e-05 0.000881    
## 271  1.006 5.88e-04 0.005530   *
## 272  1.003 8.38e-05 0.001946    
## 273  0.998 3.36e-04 0.000906    
## 274  1.012 9.39e-04 0.010938   *
## 275  1.003 7.18e-04 0.003392    
## 276  1.003 2.76e-05 0.001154    
## 277  1.003 3.62e-05 0.001209    
## 278  1.004 9.11e-05 0.002046    
## 279  1.000 1.61e-04 0.000683    
## 280  1.002 1.82e-04 0.001630    
## 281  1.006 3.08e-09 0.003557    
## 282  0.978 2.58e-01 0.043222   *
## 283  0.998 3.03e-04 0.000733    
## 284  1.001 1.78e-03 0.004134    
## 285  1.000 3.30e-04 0.001346    
## 286  1.003 9.93e-06 0.000858    
## 287  1.001 6.04e-05 0.000427    
## 288  1.003 2.96e-06 0.000782    
## 289  1.002 1.68e-04 0.001537    
## 290  1.004 1.55e-04 0.002648    
## 291  1.002 1.40e-05 0.000620    
## 292  1.002 4.87e-04 0.002274    
## 293  1.004 1.01e-04 0.002455    
## 294  1.002 1.75e-04 0.001699    
## 295  1.005 6.26e-04 0.004455    
## 296  1.005 6.62e-05 0.003391    
## 297  1.004 1.28e-04 0.002229    
## 298  1.001 2.82e-04 0.001597    
## 299  1.003 2.61e-04 0.002231    
## 300  1.006 2.46e-05 0.003713    
## 301  1.003 2.70e-05 0.001146    
## 302  1.003 2.71e-06 0.001227    
## 303  1.004 9.57e-05 0.002263    
## 304  1.003 1.56e-07 0.001503    
## 305  1.002 6.92e-05 0.000989    
## 306  1.002 1.77e-04 0.001273    
## 307  1.002 1.78e-04 0.001253    
## 308  1.003 8.98e-06 0.001385    
## 309  1.003 7.65e-05 0.001595    
## 310  1.003 4.84e-07 0.001117    
## 311  0.997 1.25e-03 0.002196    
## 312  1.000 4.50e-04 0.001550    
## 313  1.001 1.11e-04 0.000731    
## 314  1.002 8.18e-05 0.001065    
## 315  1.004 4.50e-06 0.001727    
## 316  1.003 3.31e-07 0.000857    
## 317  1.003 3.07e-04 0.002328    
## 318  1.003 7.16e-06 0.001180    
## 319  1.002 9.76e-05 0.001339    
## 320  1.003 8.05e-05 0.001652    
## 321  1.008 1.74e-05 0.006236   *
## 322  1.002 3.17e-05 0.000815    
## 323  1.004 3.01e-07 0.001866    
## 324  1.003 1.62e-05 0.000967    
## 325  1.003 3.59e-05 0.001411    
## 326  0.997 1.43e-03 0.002413    
## 327  1.002 2.88e-04 0.002073    
## 328  1.004 6.20e-07 0.002493    
## 329  1.004 5.38e-05 0.002280    
## 330  1.003 5.50e-06 0.000644    
## 331  1.003 1.31e-04 0.001795    
## 332  1.004 9.04e-11 0.001936    
## 333  1.003 2.19e-04 0.001925    
## 334  1.003 2.25e-05 0.001270    
## 335  1.002 7.63e-05 0.001173    
## 336  1.003 1.64e-05 0.001124    
## 337  1.000 7.60e-04 0.002075    
## 338  1.004 4.19e-05 0.001913    
## 339  0.999 1.41e-03 0.002966    
## 340  1.003 2.64e-05 0.001195    
## 341  1.003 4.45e-05 0.001601    
## 342  1.001 5.69e-04 0.002251    
## 343  1.002 6.71e-05 0.001106    
## 344  1.007 7.34e-05 0.004756   *
## 345  1.003 2.59e-05 0.001126    
## 346  1.001 1.30e-04 0.000957    
## 347  1.004 4.82e-06 0.002514    
## 348  1.002 1.36e-04 0.001185    
## 349  1.003 4.29e-05 0.001462    
## 350  1.005 1.91e-05 0.002835    
## 351  1.002 1.89e-04 0.001532    
## 352  1.004 1.93e-04 0.002513    
## 353  1.001 7.73e-05 0.000667    
## 354  1.003 1.95e-05 0.001371    
## 355  1.005 3.78e-05 0.003015    
## 356  1.004 1.87e-06 0.001979    
## 357  1.002 4.53e-05 0.000840    
## 358  1.003 2.04e-08 0.001487    
## 359  1.003 2.61e-07 0.000829    
## 360  1.005 4.85e-08 0.002555    
## 361  1.003 7.82e-04 0.003335    
## 362  1.003 7.48e-05 0.001707    
## 363  1.003 9.96e-06 0.000876    
## 364  1.002 3.10e-05 0.000616    
## 365  1.005 1.46e-07 0.002879    
## 366  1.004 8.12e-05 0.002481    
## 367  1.003 4.10e-06 0.001086    
## 368  1.001 1.38e-04 0.000928    
## 369  1.003 3.56e-05 0.001277    
## 370  1.002 1.86e-04 0.001567    
## 371  1.003 2.01e-04 0.002109    
## 372  1.001 6.42e-05 0.000479    
## 373  1.002 1.33e-04 0.001261    
## 374  1.003 1.00e-05 0.000734    
## 375  1.003 3.68e-05 0.001166    
## 376  1.000 1.96e-04 0.000878    
## 377  1.003 3.93e-05 0.001399    
## 378  1.003 4.86e-05 0.001818    
## 379  1.002 5.60e-05 0.000752    
## 380  1.002 2.91e-05 0.000580    
## 381  1.002 1.26e-04 0.001008    
## 382  1.003 5.24e-05 0.001265    
## 383  1.004 2.56e-06 0.001577    
## 384  1.004 1.27e-05 0.002206    
## 385  0.996 4.10e-04 0.000760    
## 386  1.002 1.23e-04 0.001177    
## 387  1.005 1.30e-03 0.005428    
## 388  1.002 1.03e-04 0.001001    
## 389  1.002 1.00e-05 0.000635    
## 390  1.003 3.47e-05 0.001106    
## 391  1.003 2.53e-05 0.001456    
## 392  0.999 6.14e-04 0.001512    
## 393  1.002 3.93e-04 0.002411    
## 394  1.009 1.49e-04 0.006738   *
## 395  1.002 3.92e-05 0.000901    
## 396  1.002 1.53e-04 0.001300    
## 397  1.003 1.18e-05 0.001536    
## 398  1.002 4.21e-05 0.000764    
## 399  1.003 2.23e-05 0.000959    
## 400  1.002 4.65e-05 0.000950    
## 401  1.003 6.49e-05 0.001781    
## 402  1.003 1.81e-05 0.001217    
## 403  1.005 5.90e-07 0.002886    
## 404  1.002 9.65e-06 0.000493    
## 405  1.003 2.45e-05 0.000995    
## 406  1.003 5.44e-09 0.000612    
## 407  1.002 1.89e-04 0.001660    
## 408  1.002 6.08e-05 0.000711    
## 409  1.002 8.92e-05 0.001052    
## 410  1.002 5.29e-05 0.000652    
## 411  0.998 2.68e-04 0.000675    
## 412  1.002 5.05e-04 0.002249    
## 413  1.006 5.40e-05 0.003802    
## 414  1.002 3.36e-06 0.000547    
## 415  0.996 3.54e-04 0.000676    
## 416  1.002 1.12e-04 0.001262    
## 417  1.003 1.51e-05 0.000985    
## 418  1.005 3.59e-05 0.002859    
## 419  1.003 1.48e-04 0.002236    
## 420  1.005 1.09e-05 0.002820    
## 421  1.004 4.78e-05 0.002699    
## 422  0.994 4.92e-04 0.000702    
## 423  1.001 6.23e-05 0.000631    
## 424  1.002 3.22e-05 0.000691    
## 425  1.003 1.50e-04 0.001856    
## 426  1.003 1.13e-05 0.000973    
## 427  1.005 3.64e-05 0.002871    
## 428  1.003 1.79e-05 0.000902    
## 429  1.001 1.11e-04 0.000806    
## 430  1.004 1.19e-06 0.001584    
## 431  1.005 3.00e-06 0.002905    
## 432  1.003 4.49e-05 0.001102    
## 433  1.003 2.77e-05 0.001219    
## 434  1.002 1.06e-04 0.001077    
## 435  1.003 1.63e-04 0.001783    
## 436  1.003 3.86e-04 0.002527    
## 437  1.003 1.21e-04 0.001561    
## 438  1.003 1.06e-07 0.001014    
## 439  1.003 8.99e-06 0.000752    
## 440  1.002 9.92e-05 0.001079    
## 441  1.000 1.68e-04 0.000840    
## 442  1.004 5.43e-04 0.003432    
## 443  1.004 5.16e-05 0.001948    
## 444  1.003 5.55e-05 0.001401    
## 445  1.006 2.71e-04 0.004384    
## 446  1.002 1.68e-05 0.000750    
## 447  0.998 1.25e-03 0.002233    
## 448  1.006 2.24e-03 0.007533   *
## 449  1.003 1.39e-06 0.001061    
## 450  1.003 2.65e-05 0.000963    
## 451  1.002 4.28e-05 0.000834    
## 452  1.002 2.05e-05 0.000708    
## 453  1.001 1.69e-04 0.001036    
## 454  1.003 8.13e-05 0.001731    
## 455  1.003 5.33e-05 0.001792    
## 456  1.003 1.43e-03 0.004644    
## 457  1.002 1.52e-04 0.001556    
## 458  0.995 2.03e-03 0.002454    
## 459  1.005 6.45e-06 0.002620    
## 460  1.004 2.71e-05 0.001906    
## 461  1.004 7.39e-05 0.002695    
## 462  1.003 2.27e-04 0.002526    
## 463  1.006 9.77e-06 0.003833    
## 464  0.999 2.03e-03 0.003666    
## 465  1.002 2.76e-04 0.001766    
## 466  0.993 2.30e-03 0.002464   *
## 467  1.003 3.10e-04 0.002612    
## 468  1.005 3.37e-06 0.002786    
## 469  0.990 3.09e-03 0.002487   *
## 470  1.005 3.30e-07 0.003052    
## 471  1.004 1.30e-04 0.002356    
## 472  0.992 3.41e-03 0.003079   *
## 473  1.003 3.05e-04 0.002658    
## 474  0.998 1.83e-03 0.003165    
## 475  1.004 7.22e-05 0.001987    
## 476  0.995 2.36e-03 0.002744    
## 477  1.002 1.10e-04 0.001072    
## 478  0.998 1.32e-03 0.002407    
## 479  1.007 8.85e-05 0.005235   *
## 480  1.001 6.52e-04 0.002230    
## 481  1.003 2.84e-04 0.002352    
## 482  1.004 9.15e-08 0.001600    
## 483  1.000 5.60e-04 0.001787    
## 484  0.995 1.42e-03 0.001841    
## 485  1.005 5.83e-05 0.003453    
## 486  1.000 4.59e-04 0.001604    
## 487  0.997 2.31e-03 0.003281    
## 488  1.004 2.89e-05 0.001914    
## 489  1.002 2.24e-04 0.001798    
## 490  1.005 1.29e-05 0.003070    
## 491  1.000 3.58e-04 0.001230    
## 492  1.006 2.09e-03 0.007487   *
## 493  1.007 3.45e-06 0.004891   *
## 494  0.999 2.05e-03 0.003550    
## 495  0.995 6.26e-03 0.005722   *
## 496  1.002 4.16e-04 0.002140    
## 497  1.003 5.08e-04 0.002871    
## 498  1.003 3.72e-05 0.001506    
## 499  1.003 2.15e-04 0.001902    
## 500  1.003 1.57e-05 0.001373    
## 501  1.003 8.56e-07 0.000849    
## 502  1.003 2.11e-05 0.000922    
## 503  1.002 2.11e-05 0.000616    
## 504  1.004 2.01e-05 0.002284    
## 505  1.002 3.50e-04 0.002016    
## 506  1.003 2.59e-05 0.001456    
## 507  1.002 1.31e-04 0.001447    
## 508  1.002 1.11e-04 0.001083    
## 509  1.003 2.32e-04 0.002543    
## 510  0.999 6.56e-04 0.001697    
## 511  1.004 3.55e-06 0.001688    
## 512  1.001 2.09e-03 0.004628    
## 513  1.003 2.45e-08 0.001062    
## 514  0.992 2.03e-03 0.001974   *
## 515  0.996 5.89e-04 0.000952    
## 516  1.003 1.31e-06 0.001006    
## 517  1.000 2.92e-04 0.001148    
## 518  0.998 4.30e-04 0.001064    
## 519  1.001 9.13e-05 0.000794    
## 520  1.001 4.65e-04 0.001763    
## 521  1.002 5.80e-05 0.001000    
## 522  0.985 3.66e-03 0.002260   *
## 523  0.995 8.73e-04 0.001214    
## 524  0.988 1.01e-03 0.000824   *
## 525  1.007 1.17e-04 0.005258   *
## 526  1.003 5.19e-04 0.003291    
## 527  1.004 6.06e-08 0.001723    
## 528  1.002 8.68e-06 0.000596    
## 529  1.002 3.77e-04 0.002068    
## 530  1.003 3.25e-05 0.001440    
## 531  1.002 3.15e-05 0.000666    
## 532  1.003 1.38e-06 0.001247    
## 533  1.002 1.23e-04 0.001100    
## 534  1.005 1.18e-05 0.002649    
## 535  1.001 1.02e-04 0.000861    
## 536  1.003 4.62e-05 0.001171    
## 537  0.997 6.61e-04 0.001342    
## 538  1.002 6.48e-05 0.000899    
## 539  1.003 6.05e-06 0.000975    
## 540  1.004 2.88e-04 0.002877    
## 541  1.004 1.68e-08 0.001595    
## 542  1.003 1.04e-05 0.001318    
## 543  1.003 2.32e-04 0.002138    
## 544  1.001 3.42e-04 0.001777    
## 545  1.006 4.95e-04 0.005181   *
## 546  1.004 2.68e-07 0.002051    
## 547  1.003 3.57e-06 0.000987    
## 548  1.000 3.53e-04 0.001248    
## 549  0.996 4.50e-04 0.000786    
## 550  1.001 1.73e-04 0.000877    
## 551  1.002 1.52e-04 0.001320    
## 552  1.000 1.69e-04 0.000718    
## 553  0.999 2.04e-04 0.000611    
## 554  0.993 1.46e-03 0.001646   *
## 555  1.004 1.76e-04 0.002639    
## 556  1.000 1.64e-03 0.003481    
## 557  1.001 4.95e-04 0.001841    
## 558  1.002 1.13e-06 0.000437    
## 559  1.002 1.01e-03 0.003338    
## 560  1.002 6.96e-05 0.001010    
## 561  1.003 9.49e-05 0.001835    
## 562  0.999 2.45e-03 0.003961    
## 563  1.005 1.13e-05 0.003208    
## 564  0.998 2.85e-03 0.004304    
## 565  1.005 9.78e-06 0.002586    
## 566  1.000 1.04e-04 0.000573    
## 567  1.005 2.35e-05 0.002789    
## 568  1.003 8.12e-05 0.001482    
## 569  1.002 2.08e-05 0.000573    
## 570  1.001 9.64e-04 0.002801    
## 571  1.005 2.10e-04 0.003327    
## 572  1.003 1.07e-06 0.001299    
## 573  1.001 1.56e-04 0.001110    
## 574  1.001 8.97e-04 0.002892    
## 575  1.003 4.35e-05 0.001304    
## 576  1.004 2.34e-05 0.001780    
## 577  1.003 3.72e-04 0.002892    
## 578  1.003 1.16e-04 0.002030    
## 579  1.000 1.99e-04 0.000964    
## 580  1.002 3.88e-05 0.000928    
## 581  1.003 1.63e-05 0.001216    
## 582  1.002 4.16e-05 0.000610    
## 583  1.005 3.92e-05 0.002978    
## 584  1.001 1.44e-04 0.000781    
## 585  1.005 4.84e-07 0.002570    
## 586  1.004 3.06e-04 0.003208    
## 587  1.003 6.07e-05 0.001763    
## 588  1.003 1.26e-04 0.002061    
## 589  1.005 1.03e-03 0.005457    
## 590  1.007 3.56e-05 0.004652   *
## 591  1.005 1.93e-05 0.002602    
## 592  1.004 3.25e-05 0.002419    
## 593  1.004 1.82e-04 0.002412    
## 594  0.999 1.02e-03 0.002365    
## 595  1.002 4.00e-04 0.002076    
## 596  1.004 6.28e-07 0.001682    
## 597  0.992 4.93e-03 0.004101   *
## 598  0.999 1.88e-04 0.000640    
## 599  1.000 4.76e-04 0.001585    
## 600  1.001 2.08e-04 0.001141    
## 601  1.003 7.24e-05 0.001822    
## 602  1.002 6.66e-04 0.002861    
## 603  1.003 9.03e-05 0.001461    
## 604  1.006 4.13e-04 0.004945   *
## 605  1.002 1.79e-04 0.001251    
## 606  1.006 1.62e-05 0.004232   *
## 607  1.003 4.45e-04 0.002668    
## 608  1.004 7.41e-05 0.002625    
## 609  1.004 3.93e-04 0.003678    
## 610  1.002 2.74e-04 0.001801    
## 611  1.000 1.89e-04 0.000911    
## 612  1.003 9.59e-06 0.001410    
## 613  1.003 5.25e-04 0.002775    
## 614  1.002 5.33e-05 0.000801    
## 615  1.004 1.18e-05 0.002513    
## 616  1.003 6.43e-04 0.003200    
## 617  1.002 5.72e-04 0.002602    
## 618  0.998 1.84e-04 0.000486    
## 619  1.002 8.48e-05 0.001245    
## 620  1.003 1.03e-06 0.000958    
## 621  0.990 2.03e-03 0.001784   *
## 622  1.004 1.50e-06 0.002468    
## 623  1.003 6.18e-06 0.000754    
## 624  1.003 1.07e-04 0.001861    
## 625  0.997 1.12e-03 0.002015    
## 626  1.003 1.35e-04 0.002225    
## 627  0.983 2.57e-03 0.001491   *
## 628  1.003 2.31e-06 0.001212    
## 629  1.001 1.78e-04 0.001084    
## 630  0.997 1.35e-03 0.002279    
## 631  1.004 2.90e-04 0.003018    
## 632  1.002 7.62e-05 0.001110    
## 633  1.002 4.12e-04 0.002291    
## 634  1.005 7.17e-07 0.003240    
## 635  1.004 2.96e-05 0.002053    
## 636  1.001 2.50e-04 0.001355    
## 637  1.004 3.09e-05 0.002189    
## 638  1.000 3.97e-04 0.001434    
## 639  1.003 7.67e-04 0.003365    
## 640  1.004 1.55e-05 0.001978    
## 641  1.003 5.24e-05 0.001550    
## 642  0.997 8.28e-04 0.001493    
## 643  0.998 7.46e-04 0.001649    
## 644  1.004 9.19e-06 0.001939    
## 645  1.001 4.03e-04 0.001857    
## 646  1.003 1.85e-05 0.001351    
## 647  1.004 8.46e-06 0.001631    
## 648  1.006 1.14e-04 0.004114    
## 649  0.998 4.81e-04 0.001177    
## 650  0.986 1.74e-03 0.001164   *
## 651  1.003 4.70e-06 0.000949    
## 652  1.003 3.87e-06 0.000977    
## 653  1.003 2.53e-04 0.002057    
## 654  1.002 6.09e-05 0.000968    
## 655  1.002 8.59e-05 0.001136    
## 656  1.000 7.33e-04 0.002190    
## 657  0.994 1.90e-03 0.002281    
## 658  0.998 5.35e-04 0.001179    
## 659  1.003 2.00e-05 0.000856    
## 660  0.998 6.59e-04 0.001363    
## 661  0.995 9.14e-04 0.001330    
## 662  1.001 2.15e-04 0.001213    
## 663  1.002 2.52e-04 0.001996    
## 664  1.000 9.90e-05 0.000572    
## 665  1.004 1.46e-05 0.001943    
## 666  0.990 2.14e-03 0.001807   *
## 667  1.004 5.17e-05 0.002031    
## 668  1.004 5.72e-06 0.002152    
## 669  1.002 7.47e-05 0.001057    
## 670  0.996 1.09e-03 0.001763    
## 671  1.002 1.00e-04 0.001321    
## 672  1.000 2.66e-04 0.001041    
## 673  1.003 1.09e-07 0.001188    
## 674  0.998 1.23e-03 0.002240    
## 675  1.002 1.04e-04 0.001168    
## 676  1.004 7.22e-06 0.002028    
## 677  1.003 1.77e-05 0.000972    
## 678  1.002 1.32e-04 0.001251    
## 679  1.003 4.16e-05 0.001246    
## 680  0.995 5.45e-04 0.000810    
## 681  1.002 4.24e-04 0.002495    
## 682  1.003 8.89e-05 0.001428    
## 683  1.002 1.83e-04 0.001508    
## 684  1.003 4.05e-05 0.001119    
## 685  1.004 9.85e-07 0.002013    
## 686  1.005 4.85e-05 0.003229    
## 687  1.002 2.43e-04 0.001475    
## 688  1.003 6.20e-07 0.000975    
## 689  1.003 3.33e-05 0.001562    
## 690  0.999 7.09e-04 0.001850    
## 691  1.003 1.37e-05 0.001128    
## 692  1.001 2.67e-04 0.001405    
## 693  1.005 3.60e-05 0.002897    
## 694  1.004 2.37e-04 0.003261    
## 695  1.002 2.95e-04 0.001996    
## 696  1.002 1.30e-04 0.001086    
## 697  1.002 2.08e-05 0.000752    
## 698  1.002 5.77e-04 0.002790    
## 699  1.000 1.81e-04 0.000834    
## 700  1.001 1.21e-04 0.000749    
## 701  1.003 1.02e-05 0.001094    
## 702  1.002 4.02e-05 0.000822    
## 703  1.003 1.68e-06 0.000690    
## 704  1.003 3.56e-04 0.002631    
## 705  1.002 7.80e-06 0.000562    
## 706  0.999 1.18e-04 0.000469    
## 707  1.002 2.73e-05 0.000766    
## 708  1.003 1.89e-05 0.000958    
## 709  1.002 3.33e-06 0.000570    
## 710  1.003 2.28e-04 0.002492    
## 711  1.003 1.99e-06 0.000858    
## 712  1.003 6.55e-07 0.000729    
## 713  1.002 3.16e-04 0.001890    
## 714  1.006 1.26e-06 0.004092   *
## 715  1.003 1.04e-04 0.001593    
## 716  1.002 3.69e-05 0.000907    
## 717  1.002 9.70e-05 0.000939    
## 718  1.003 3.49e-05 0.000961    
## 719  1.001 1.27e-04 0.000714    
## 720  1.003 2.10e-05 0.001468    
## 721  0.999 2.81e-04 0.000942    
## 722  1.002 2.39e-04 0.001616    
## 723  1.004 7.01e-05 0.002700    
## 724  1.002 2.18e-05 0.000653    
## 725  1.002 2.26e-04 0.001540    
## 726  1.003 5.44e-05 0.001690    
## 727  1.002 5.35e-03 0.007765   *
## 728  1.003 4.12e-05 0.001637    
## 729  1.003 6.72e-06 0.001186    
## 730  1.003 3.67e-05 0.001705    
## 731  1.001 6.12e-05 0.000537    
## 732  1.003 2.60e-05 0.001190    
## 733  1.002 2.26e-05 0.000575    
## 734  1.003 1.83e-04 0.001926    
## 735  1.004 4.40e-07 0.001988    
## 736  1.003 3.49e-06 0.001119    
## 737  1.002 1.76e-04 0.001546    
## 738  1.000 2.07e-04 0.000794    
## 739  1.002 1.52e-05 0.000488    
## 740  1.002 8.06e-04 0.002952    
## 741  1.003 1.62e-05 0.001237    
## 742  1.000 2.78e-04 0.001101    
## 743  0.999 4.67e-04 0.001378    
## 744  1.002 2.21e-04 0.001688    
## 745  1.000 1.94e-04 0.000748    
## 746  1.000 2.47e-04 0.000923    
## 747  1.003 1.24e-05 0.001043    
## 748  0.996 1.50e-03 0.002186    
## 749  0.995 7.85e-04 0.001135    
## 750  1.002 4.05e-05 0.000717    
## 751  1.002 2.40e-04 0.001514    
## 752  1.003 5.55e-06 0.000679    
## 753  1.003 1.05e-06 0.000957    
## 754  1.002 1.26e-04 0.001271    
## 755  1.000 1.09e-03 0.002606    
## 756  0.997 3.35e-04 0.000756    
## 757  1.002 2.41e-05 0.000730    
## 758  1.001 4.28e-04 0.001771    
## 759  1.000 6.73e-04 0.002053    
## 760  1.000 4.62e-04 0.001554    
## 761  1.002 8.15e-07 0.000442    
## 762  1.002 3.79e-05 0.000858    
## 763  1.002 1.25e-04 0.001295    
## 764  1.001 2.29e-04 0.001273    
## 765  1.004 1.93e-06 0.001775    
## 766  1.004 3.11e-05 0.001899    
## 767  1.000 2.19e-04 0.000907    
## 768  1.002 1.82e-04 0.001500    
## 769  1.003 1.53e-05 0.000784    
## 770  1.003 7.79e-06 0.001277    
## 771  1.001 3.49e-04 0.001499    
## 772  1.003 1.44e-05 0.000774    
## 773  1.008 3.50e-04 0.006236   *
## 774  1.002 9.22e-05 0.001012    
## 775  0.982 4.26e-03 0.002220   *
## 776  1.003 1.58e-04 0.001912    
## 777  0.999 2.64e-04 0.000773    
## 778  1.001 9.50e-05 0.000814    
## 779  1.005 1.47e-04 0.003631    
## 780  0.991 1.90e-03 0.001703   *
## 781  1.003 2.98e-06 0.001081    
## 782  1.003 7.65e-08 0.000961    
## 783  0.989 5.07e-03 0.003593   *
## 784  1.001 1.10e-04 0.000924    
## 785  1.003 4.57e-05 0.001256    
## 786  0.995 3.20e-03 0.003619   *
## 787  1.003 5.46e-04 0.002911    
## 788  1.003 1.14e-06 0.001340    
## 789  1.003 9.32e-06 0.000922    
## 790  1.003 4.32e-05 0.001511    
## 791  1.000 2.10e-04 0.000968    
## 792  1.002 7.63e-06 0.000573    
## 793  1.002 4.54e-05 0.000843    
## 794  1.009 4.74e-04 0.007371   *
## 795  1.003 2.04e-04 0.001912    
## 796  1.004 1.43e-03 0.005025    
## 797  1.002 1.04e-04 0.001068    
## 798  1.003 1.27e-04 0.002031    
## 799  1.002 1.45e-05 0.000742    
## 800  1.004 5.58e-05 0.002105    
## 801  1.002 5.85e-06 0.000608    
## 802  1.003 3.66e-07 0.001075    
## 803  0.988 1.87e-03 0.001474   *
## 804  1.001 3.68e-04 0.001601    
## 805  1.000 4.81e-04 0.001579    
## 806  1.007 2.45e-04 0.005481   *
## 807  1.003 2.52e-05 0.001250    
## 808  1.004 1.63e-05 0.001917    
## 809  1.007 9.19e-04 0.006972   *
## 810  1.005 1.14e-05 0.002817    
## 811  1.003 1.52e-04 0.001953    
## 812  0.981 3.57e-03 0.001850   *
## 813  1.001 1.52e-04 0.001114    
## 814  1.003 7.02e-07 0.001106    
## 815  1.005 5.08e-05 0.002789    
## 816  1.004 7.67e-05 0.002314    
## 817  1.003 5.26e-05 0.001253    
## 818  1.003 1.67e-05 0.000983    
## 819  1.003 6.88e-05 0.001314    
## 820  1.002 2.76e-05 0.000583    
## 821  1.001 1.72e-04 0.001034    
## 822  1.003 2.46e-03 0.006006   *
## 823  1.003 3.82e-06 0.000940    
## 824  1.012 8.65e-04 0.010935   *
## 825  1.004 1.94e-04 0.002935    
## 826  1.004 1.98e-04 0.002472    
## 827  1.005 1.93e-04 0.003689    
## 828  1.003 1.04e-04 0.001590    
## 829  1.003 2.77e-06 0.000966    
## 830  1.002 4.39e-05 0.000867    
## 831  1.003 3.50e-06 0.000594    
## 832  1.001 1.57e-04 0.001074    
## 833  1.003 3.30e-06 0.001428    
## 834  1.003 5.63e-07 0.001211    
## 835  0.999 6.76e-04 0.001758    
## 836  1.002 5.57e-05 0.000820    
## 837  1.004 4.21e-05 0.001814    
## 838  1.003 1.60e-05 0.001373    
## 839  1.002 3.24e-05 0.000625    
## 840  1.007 4.51e-05 0.004908   *
## 841  1.003 2.94e-07 0.000903    
## 842  1.003 6.15e-09 0.001031    
## 843  1.004 1.63e-05 0.001705    
## 844  1.002 6.20e-05 0.000917    
## 845  0.995 5.07e-03 0.005090   *
## 846  1.002 1.96e-04 0.001570    
## 847  1.000 2.40e-04 0.000954    
## 848  1.000 2.84e-04 0.001201    
## 849  1.000 1.35e-04 0.000617    
## 850  1.005 1.36e-05 0.002650    
## 851  1.003 4.19e-05 0.001186    
## 852  1.003 1.28e-04 0.001995    
## 853  1.006 7.96e-06 0.003625    
## 854  1.000 6.35e-04 0.001901    
## 855  1.004 4.06e-04 0.003503    
## 856  1.003 6.16e-06 0.000673    
## 857  1.003 5.71e-07 0.000909    
## 858  1.004 4.01e-04 0.003104    
## 859  1.003 2.95e-06 0.000806    
## 860  1.003 4.02e-05 0.001384    
## 861  1.002 4.83e-05 0.000642    
## 862  1.004 2.13e-06 0.001624    
## 863  1.003 5.05e-05 0.001457    
## 864  1.003 7.62e-10 0.001062    
## 865  1.003 7.02e-07 0.000963    
## 866  1.003 2.23e-07 0.000954    
## 867  1.003 1.23e-04 0.002050    
## 868  1.002 6.83e-05 0.001164    
## 869  1.004 1.07e-05 0.001650    
## 870  1.003 5.80e-04 0.003019    
## 871  1.003 2.23e-06 0.001338    
## 872  0.998 4.76e-04 0.001137    
## 873  1.002 2.41e-04 0.001683    
## 874  1.003 2.10e-05 0.001334    
## 875  1.003 1.25e-04 0.001716    
## 876  1.003 1.06e-05 0.001375    
## 877  1.002 1.36e-04 0.001439    
## 878  1.002 9.85e-05 0.001071    
## 879  0.999 5.35e-04 0.001420    
## 880  1.004 3.36e-05 0.001820    
## 881  1.004 3.37e-05 0.001791    
## 882  1.002 3.31e-04 0.002036    
## 883  1.003 7.30e-06 0.001383    
## 884  1.006 7.83e-07 0.003894    
## 885  1.003 1.46e-05 0.001374    
## 886  1.004 2.63e-04 0.002925    
## 887  1.002 1.86e-04 0.001603    
## 888  1.001 3.12e-04 0.001526    
## 889  1.000 2.39e-04 0.000951    
## 890  1.005 6.81e-05 0.002890    
## 891  1.003 7.49e-06 0.000735    
## 892  1.003 5.92e-09 0.000786    
## 893  1.003 7.60e-05 0.001474    
## 894  1.004 5.74e-05 0.002413    
## 895  1.000 9.54e-04 0.002668    
## 896  1.005 5.06e-05 0.003326    
## 897  1.003 2.34e-04 0.002027    
## 898  1.003 6.59e-05 0.001460    
## 899  1.002 1.80e-05 0.000623    
## 900  1.004 2.20e-03 0.006360   *
## 901  1.003 1.53e-05 0.000836    
## 902  1.000 2.66e-04 0.000993    
## 903  1.002 1.35e-04 0.001063    
## 904  1.002 1.95e-06 0.000457    
## 905  1.006 1.19e-03 0.006060   *
## 906  1.004 4.70e-07 0.001776    
## 907  1.003 3.44e-04 0.002366    
## 908  1.002 2.27e-04 0.001624    
## 909  1.003 7.93e-06 0.000760    
## 910  1.003 8.43e-05 0.001417    
## 911  1.001 7.55e-05 0.000682    
## 912  0.981 8.01e-03 0.003752   *
## 913  0.994 5.34e-03 0.004777   *
## 914  1.004 4.65e-05 0.002001    
## 915  1.003 1.94e-04 0.001877    
## 916  0.998 1.38e-03 0.002628    
## 917  1.001 2.23e-04 0.001218    
## 918  1.001 4.83e-04 0.001794    
## 919  1.003 3.36e-04 0.002336    
## 920  0.997 2.14e-03 0.002997    
## 921  0.988 2.92e-03 0.002147   *
## 922  1.001 1.59e-04 0.000909    
## 923  0.998 1.40e-03 0.002647    
## 924  1.001 3.88e-04 0.001561    
## 925  0.999 3.68e-04 0.001025    
## 926  1.002 2.05e-04 0.001410    
## 927  1.005 4.84e-05 0.003008    
## 928  1.002 3.03e-04 0.002113    
## 929  1.001 2.49e-04 0.001301    
## 930  1.004 1.93e-03 0.005938   *
## 931  1.004 4.90e-05 0.002210    
## 932  1.002 1.44e-04 0.001199    
## 933  1.005 1.55e-04 0.003775    
## 934  1.001 6.10e-04 0.002313    
## 935  1.002 4.50e-04 0.002566    
## 936  1.003 4.17e-04 0.002872    
## 937  0.998 7.35e-04 0.001538    
## 938  0.997 4.24e-04 0.000815    
## 939  1.003 3.45e-04 0.002788    
## 940  0.999 3.11e-04 0.001019    
## 941  1.005 3.28e-04 0.004116    
## 942  1.009 1.62e-05 0.006693   *
## 943  1.007 2.33e-05 0.005087   *
## 944  1.006 1.96e-04 0.004363    
## 945  1.001 6.70e-04 0.002234    
## 946  1.004 4.73e-04 0.003642    
## 947  1.005 1.00e-03 0.005168    
## 948  1.007 4.44e-04 0.005773   *
## 949  1.005 2.16e-06 0.003246    
## 950  1.009 8.14e-05 0.007198   *
## 951  1.005 1.39e-05 0.002867    
## 952  1.005 3.01e-05 0.003505    
## 953  1.006 4.17e-04 0.005129   *
## 954  1.005 5.75e-05 0.003056    
## 955  1.000 2.51e-04 0.000895    
## 956  1.004 1.57e-04 0.002627    
## 957  1.002 1.37e-04 0.001065    
## 958  1.001 3.62e-04 0.001508    
## 959  1.002 2.92e-05 0.000569    
## 960  1.003 6.16e-08 0.000654    
## 961  1.006 1.35e-03 0.006565   *
## 962  1.003 2.42e-05 0.000989    
## 963  1.004 4.10e-05 0.001981    
## 964  0.997 4.84e-04 0.000995    
## 965  1.003 2.28e-06 0.001266    
## 966  0.998 3.68e-04 0.000880    
## 967  1.006 1.41e-05 0.004491   *
## 968  1.003 8.57e-05 0.001985    
## 969  1.003 2.87e-06 0.001049    
## 970  1.002 1.24e-04 0.001370    
## 971  1.003 1.86e-06 0.000871    
## 972  1.002 2.36e-04 0.001676    
## 973  1.003 2.86e-06 0.001527    
## 974  1.004 5.26e-07 0.002009    
## 975  0.994 1.06e-03 0.001396    
## 976  1.004 2.47e-05 0.001711    
## 977  1.000 2.19e-04 0.001013    
## 978  1.002 7.80e-06 0.000593    
## 979  0.995 1.75e-03 0.002289    
## 980  1.003 1.19e-04 0.002153    
## 981  1.003 3.55e-06 0.001120    
## 982  1.006 2.87e-05 0.004378   *
## 983  1.001 4.85e-04 0.002013    
## 984  1.001 2.39e-04 0.001188    
## 985  1.001 1.88e-04 0.001122    
## 986  1.002 1.95e-05 0.000530    
## 987  1.000 2.38e-04 0.001067    
## 988  1.002 2.87e-04 0.001751    
## 989  1.001 3.75e-04 0.001697    
## 990  1.004 2.12e-05 0.001984    
## 991  1.002 4.57e-04 0.002237    
## 992  1.003 1.62e-06 0.001277    
## 993  1.000 1.45e-03 0.003300    
## 994  1.003 1.60e-07 0.000668    
## 995  1.004 1.35e-05 0.002063    
## 996  1.003 2.58e-04 0.002031    
## 997  0.996 8.23e-04 0.001343    
## 998  1.004 2.89e-05 0.001748    
## 999  1.004 7.88e-06 0.001988    
## 1000 1.003 1.59e-04 0.001999    
## 1001 0.999 2.60e-03 0.004094    
## 1002 1.006 2.22e-04 0.004621   *
## 1003 1.002 2.77e-04 0.001605    
## 1004 1.005 4.45e-04 0.004418    
## 1005 1.001 1.22e-03 0.003221    
## 1006 1.003 2.01e-04 0.002200    
## 1007 1.004 2.74e-03 0.006641   *
## 1008 1.004 3.19e-04 0.003327    
## 1009 1.001 1.38e-04 0.000934    
## 1010 0.998 3.61e-04 0.000952    
## 1011 1.004 8.02e-06 0.001719    
## 1012 1.003 1.21e-04 0.002167    
## 1013 1.004 5.28e-05 0.002555    
## 1014 1.004 2.31e-06 0.002433    
## 1015 1.006 1.08e-04 0.004056    
## 1016 1.002 3.70e-04 0.002029    
## 1017 1.004 1.64e-05 0.001725    
## 1018 1.001 5.14e-04 0.001895    
## 1019 1.002 1.15e-04 0.001434    
## 1020 1.002 1.57e-05 0.000721    
## 1021 1.003 3.77e-06 0.001529    
## 1022 1.007 1.30e-04 0.005691   *
## 1023 1.002 1.64e-04 0.001674    
## 1024 1.002 6.48e-05 0.001107    
## 1025 1.005 5.89e-05 0.003020    
## 1026 1.000 2.30e-04 0.000995    
## 1027 1.005 1.04e-04 0.002962    
## 1028 1.003 2.05e-04 0.001878    
## 1029 1.004 1.43e-05 0.002130    
## 1030 1.006 2.42e-04 0.004689   *
## 1031 1.004 8.66e-07 0.001691    
## 1032 1.004 1.71e-04 0.002508    
## 1033 1.004 1.42e-06 0.001934    
## 1034 1.004 8.00e-07 0.001530    
## 1035 1.003 6.66e-04 0.003378    
## 1036 1.004 5.24e-04 0.003754    
## 1037 1.002 5.05e-04 0.002380    
## 1038 1.005 4.65e-05 0.003290    
## 1039 1.000 1.47e-03 0.003452    
## 1040 1.000 7.76e-04 0.002244    
## 1041 1.002 1.17e-04 0.001398    
## 1042 1.006 1.33e-05 0.003671    
## 1043 1.003 2.64e-05 0.001607    
## 1044 1.004 1.26e-04 0.002534    
## 1045 1.003 9.51e-06 0.001011    
## 1046 1.003 1.28e-04 0.001955    
## 1047 1.004 7.19e-05 0.002590    
## 1048 0.997 3.36e-03 0.004204   *
## 1049 1.005 1.49e-03 0.005835    
## 1050 1.007 3.71e-05 0.005407   *
## 1051 1.007 2.14e-04 0.005032   *
## 1052 1.002 2.17e-03 0.005313    
## 1053 1.003 1.65e-04 0.002044    
## 1054 1.004 8.01e-05 0.002542    
## 1055 0.999 5.56e-04 0.001602    
## 1056 1.004 5.55e-06 0.002285    
## 1057 1.004 7.39e-04 0.004197    
## 1058 0.991 5.31e-03 0.004219   *
## 1059 0.969 4.68e-02 0.012045   *
## 1060 1.007 6.20e-05 0.004814   *
## 1061 1.004 4.73e-05 0.002042    
## 1062 1.006 2.32e-04 0.004703   *
## 1063 1.009 2.38e-05 0.007474   *
## 1064 1.002 4.87e-05 0.001009    
## 1065 1.009 3.31e-04 0.007333   *
## 1066 1.005 2.41e-03 0.006790   *
## 1067 1.004 6.34e-06 0.002098    
## 1068 1.003 9.56e-05 0.001461    
## 1069 1.000 3.33e-04 0.001317    
## 1070 1.001 2.58e-04 0.001522    
## 1071 1.002 1.61e-04 0.001359    
## 1072 1.007 2.79e-05 0.004776   *
## 1073 1.016 3.18e-04 0.014197   *
## 1074 0.999 1.13e-03 0.002345    
## 1075 1.004 1.51e-05 0.002444    
## 1076 0.995 1.89e-03 0.002373    
## 1077 1.003 6.44e-05 0.001641    
## 1078 1.004 3.58e-05 0.002382    
## 1079 1.004 1.53e-04 0.002773    
## 1080 1.005 2.49e-05 0.003201    
## 1081 1.003 3.71e-05 0.001689    
## 1082 1.002 3.67e-04 0.002272    
## 1083 1.000 2.28e-04 0.000860    
## 1084 1.003 4.20e-05 0.001017    
## 1085 1.002 2.21e-05 0.000598    
## 1086 1.003 4.37e-06 0.001203    
## 1087 1.000 5.51e-04 0.001836    
## 1088 1.004 1.18e-04 0.002166    
## 1089 1.003 1.08e-04 0.001637    
## 1090 0.999 1.21e-03 0.002652    
## 1091 1.009 1.00e-04 0.006654   *
## 1092 1.003 7.83e-05 0.001439    
## 1093 0.999 3.51e-04 0.001123    
## 1094 1.010 6.40e-03 0.013454   *
## 1095 1.004 5.35e-05 0.001949    
## 1096 1.007 2.12e-05 0.004626   *
## 1097 1.005 2.02e-04 0.003677    
## 1098 1.003 1.03e-05 0.001380    
## 1099 1.005 2.68e-06 0.003300    
## 1100 1.003 4.81e-05 0.001341    
## 1101 1.005 2.43e-05 0.002624    
## 1102 1.005 1.98e-03 0.006304   *
## 1103 1.005 5.43e-05 0.003609    
## 1104 1.005 1.02e-05 0.002912    
## 1105 1.007 5.23e-06 0.004574   *
## 1106 1.004 1.95e-05 0.002073    
## 1107 1.004 6.27e-06 0.002100    
## 1108 1.001 1.66e-04 0.001119    
## 1109 1.003 3.36e-05 0.001135    
## 1110 1.001 3.79e-04 0.001565    
## 1111 1.004 1.18e-07 0.001706    
## 1112 1.003 1.02e-05 0.001279    
## 1113 1.003 4.50e-05 0.001320    
## 1114 1.005 1.51e-04 0.003474    
## 1115 1.003 5.61e-07 0.000571    
## 1116 1.003 1.42e-07 0.000886    
## 1117 1.003 5.98e-06 0.000652    
## 1118 1.003 2.58e-06 0.001353    
## 1119 1.002 5.97e-05 0.000828    
## 1120 1.001 6.08e-04 0.002441    
## 1121 1.002 2.48e-05 0.000757    
## 1122 1.004 1.97e-06 0.002401    
## 1123 1.003 1.17e-05 0.001006    
## 1124 1.003 8.36e-06 0.001043    
## 1125 1.001 9.65e-05 0.000695    
## 1126 1.003 3.18e-05 0.001151    
## 1127 1.003 2.90e-06 0.000650    
## 1128 1.003 2.25e-05 0.001352    
## 1129 1.002 2.91e-05 0.000750    
## 1130 0.996 8.53e-04 0.001320    
## 1131 1.003 6.65e-06 0.000837    
## 1132 1.003 1.38e-06 0.001075    
## 1133 1.001 1.31e-04 0.000930    
## 1134 1.003 4.53e-06 0.001293    
## 1135 1.003 3.19e-06 0.000726    
## 1136 1.001 1.27e-04 0.000834    
## 1137 1.003 3.43e-06 0.000936    
## 1138 0.999 4.05e-04 0.001118    
## 1139 1.002 4.86e-04 0.002497    
## 1140 1.005 1.98e-05 0.002618    
## 1141 1.002 3.97e-08 0.000484    
## 1142 1.003 2.00e-07 0.001358    
## 1143 1.003 2.33e-08 0.001051    
## 1144 1.003 4.12e-05 0.001071    
## 1145 1.005 4.36e-04 0.003990    
## 1146 1.003 1.84e-06 0.001176    
## 1147 1.003 1.12e-03 0.003962    
## 1148 1.003 5.44e-04 0.002871    
## 1149 1.003 3.53e-06 0.001346    
## 1150 1.003 3.69e-05 0.001671    
## 1151 1.002 7.23e-05 0.000825    
## 1152 1.003 7.38e-06 0.001034    
## 1153 1.002 1.18e-05 0.000464    
## 1154 1.004 5.18e-06 0.001931    
## 1155 0.997 2.80e-03 0.003838    
## 1156 1.002 4.81e-05 0.000732    
## 1157 1.002 4.24e-04 0.002447    
## 1158 1.003 7.58e-05 0.001307    
## 1159 1.003 1.64e-05 0.000964    
## 1160 0.995 9.14e-04 0.001366    
## 1161 1.002 5.13e-05 0.000932    
## 1162 1.003 5.67e-07 0.001353    
## 1163 1.002 6.40e-04 0.003011    
## 1164 1.002 1.83e-05 0.000768    
## 1165 0.999 5.01e-04 0.001453    
## 1166 1.003 1.83e-05 0.001480    
## 1167 1.005 5.19e-05 0.002836    
## 1168 1.002 4.65e-05 0.000977    
## 1169 1.003 2.17e-06 0.000829    
## 1170 1.003 1.40e-06 0.001004    
## 1171 1.001 1.40e-04 0.000939    
## 1172 1.010 9.15e-04 0.009222   *
## 1173 1.003 2.09e-06 0.000845    
## 1174 0.990 1.99e-03 0.001660   *
## 1175 1.002 8.52e-05 0.000951    
## 1176 0.999 3.86e-04 0.001199    
## 1177 1.005 6.42e-04 0.004365    
## 1178 1.003 2.73e-06 0.000655    
## 1179 1.003 1.74e-06 0.000775    
## 1180 1.002 1.48e-04 0.001355    
## 1181 1.003 2.96e-05 0.001011    
## 1182 1.003 8.45e-06 0.000782    
## 1183 1.004 1.93e-05 0.002104    
## 1184 1.003 5.52e-07 0.000765    
## 1185 1.002 2.70e-04 0.001996    
## 1186 1.003 4.56e-06 0.000939    
## 1187 1.001 2.62e-04 0.001388    
## 1188 1.003 2.14e-05 0.001063    
## 1189 1.004 1.95e-04 0.002685    
## 1190 1.002 1.93e-04 0.001398    
## 1191 1.008 1.53e-03 0.007782   *
## 1192 1.002 2.08e-04 0.001750    
## 1193 1.002 3.59e-05 0.000648    
## 1194 1.001 2.33e-04 0.001355    
## 1195 0.997 2.49e-04 0.000525    
## 1196 0.999 3.40e-04 0.001076    
## 1197 1.004 7.97e-05 0.002755    
## 1198 1.003 1.37e-04 0.001957    
## 1199 1.003 2.60e-07 0.000649    
## 1200 1.002 6.06e-05 0.000694    
## 1201 1.002 2.03e-04 0.001604    
## 1202 1.010 6.55e-07 0.008411   *
## 1203 1.011 2.78e-03 0.011552   *
## 1204 0.998 4.13e-03 0.005405   *
## 1205 1.003 3.42e-06 0.000844    
## 1206 1.003 7.77e-06 0.000695    
## 1207 1.004 5.88e-06 0.001807    
## 1208 1.004 1.02e-03 0.004499    
## 1209 1.003 1.36e-04 0.001780    
## 1210 1.003 9.99e-05 0.001733    
## 1211 1.001 3.67e-04 0.001523    
## 1212 1.008 2.16e-07 0.005651   *
## 1213 1.004 1.67e-05 0.001898    
## 1214 1.000 1.10e-04 0.000548    
## 1215 1.003 2.48e-06 0.001486    
## 1216 0.998 6.10e-04 0.001360    
## 1217 0.989 1.39e-03 0.001126   *
## 1218 1.007 4.99e-04 0.006304   *
## 1219 1.001 1.04e-04 0.000896    
## 1220 1.003 1.26e-07 0.001421    
## 1221 0.914 2.14e-02 0.002707   *
## 1222 1.004 9.11e-06 0.002141    
## 1223 1.000 2.44e-04 0.000923    
## 1224 0.999 2.51e-04 0.000885    
## 1225 1.004 4.45e-06 0.001667    
## 1226 1.003 2.29e-06 0.000683    
## 1227 1.003 1.02e-05 0.000746    
## 1228 1.006 4.32e-06 0.004080   *
## 1229 1.008 1.83e-03 0.008823   *
## 1230 1.000 3.30e-04 0.001308    
## 1231 1.003 4.24e-05 0.001279    
## 1232 1.003 2.05e-05 0.001589    
## 1233 1.005 5.14e-05 0.002903    
## 1234 1.002 2.26e-05 0.000718    
## 1235 1.002 5.10e-05 0.001059    
## 1236 1.002 7.84e-03 0.009462   *
## 1237 1.002 6.26e-05 0.000915    
## 1238 1.004 5.00e-05 0.002314    
## 1239 1.011 1.31e-04 0.009290   *
## 1240 1.002 1.11e-04 0.001061    
## 1241 1.001 6.76e-04 0.002340    
## 1242 1.002 6.82e-05 0.000834    
## 1243 1.005 7.42e-04 0.005029    
## 1244 1.007 1.17e-03 0.006669   *
## 1245 0.999 1.46e-04 0.000564    
## 1246 1.003 7.02e-05 0.001571    
## 1247 1.003 2.34e-05 0.001105    
## 1248 1.001 7.32e-04 0.002420    
## 1249 0.995 1.00e-03 0.001348    
## 1250 1.003 1.08e-04 0.001575    
## 1251 1.003 1.14e-05 0.000817    
## 1252 1.005 1.93e-03 0.006749   *
## 1253 1.002 2.03e-04 0.001605    
## 1254 1.004 1.90e-05 0.001754    
## 1255 1.003 7.13e-04 0.003452    
## 1256 1.002 1.23e-04 0.001364    
## 1257 1.005 3.34e-04 0.003832    
## 1258 1.006 2.43e-04 0.004769   *
## 1259 1.007 3.21e-04 0.005722   *
## 1260 1.004 8.07e-05 0.002093    
## 1261 0.979 2.61e-03 0.001263   *
## 1262 1.003 2.75e-09 0.001286    
## 1263 1.003 5.30e-05 0.001202    
## 1264 1.003 9.88e-06 0.001092    
## 1265 1.001 2.82e-04 0.001385    
## 1266 1.003 1.43e-05 0.001187    
## 1267 1.004 1.19e-05 0.002243    
## 1268 1.007 2.26e-04 0.005458   *
## 1269 1.002 7.89e-06 0.000510    
## 1270 0.999 1.77e-04 0.000584    
## 1271 1.003 5.32e-05 0.001154    
## 1272 1.003 2.57e-06 0.001201    
## 1273 1.001 7.28e-05 0.000686    
## 1274 1.003 2.90e-05 0.001234    
## 1275 1.002 4.66e-05 0.001006    
## 1276 0.991 1.17e-03 0.001170   *
## 1277 1.001 1.25e-04 0.000841    
## 1278 1.003 2.17e-05 0.000942    
## 1279 1.003 6.67e-05 0.001374    
## 1280 1.002 5.20e-05 0.000838    
## 1281 0.998 8.36e-04 0.001772    
## 1282 1.003 6.12e-05 0.001518    
## 1283 1.001 1.56e-04 0.000923    
## 1284 1.003 1.98e-05 0.001205    
## 1285 1.003 2.66e-08 0.000788    
## 1286 1.003 6.74e-06 0.001326    
## 1287 1.002 2.27e-04 0.001468    
## 1288 1.003 5.30e-05 0.001311    
## 1289 0.999 3.44e-04 0.000931    
## 1290 0.999 1.37e-03 0.002834    
## 1291 1.002 5.36e-05 0.000804    
## 1292 1.005 9.78e-06 0.002952    
## 1293 0.999 1.26e-03 0.002602    
## 1294 1.003 2.19e-06 0.000885    
## 1295 1.000 4.06e-04 0.001355    
## 1296 1.000 4.32e-04 0.001512    
## 1297 1.000 2.14e-04 0.000914    
## 1298 1.002 1.43e-04 0.001298    
## 1299 1.004 9.11e-07 0.001622    
## 1300 1.001 3.62e-04 0.001516    
## 1301 1.003 1.15e-04 0.001707    
## 1302 1.001 1.82e-04 0.001004    
## 1303 1.003 7.04e-06 0.000742    
## 1304 0.989 1.64e-03 0.001388   *
## 1305 0.998 5.75e-04 0.001346    
## 1306 1.003 1.54e-05 0.001071    
## 1307 1.003 5.53e-09 0.001492    
## 1308 1.003 7.31e-05 0.001505    
## 1309 1.006 3.36e-04 0.005114   *
## 1310 0.999 1.17e-03 0.002426    
## 1311 0.994 4.64e-04 0.000671    
## 1312 1.000 2.15e-04 0.000908    
## 1313 1.002 1.78e-04 0.001346    
## 1314 1.003 6.25e-08 0.001116    
## 1315 1.003 1.15e-05 0.000824    
## 1316 0.997 9.07e-04 0.001542    
## 1317 0.994 1.30e-03 0.001672    
## 1318 1.002 2.52e-05 0.000761    
## 1319 1.003 1.82e-06 0.001140    
## 1320 0.999 1.87e-04 0.000604    
## 1321 1.001 3.13e-04 0.001494    
## 1322 1.003 5.62e-05 0.001282    
## 1323 1.002 1.23e-04 0.001330    
## 1324 1.003 6.90e-05 0.001274    
## 1325 1.000 1.07e-04 0.000457    
## 1326 1.003 2.21e-04 0.002060    
## 1327 1.002 6.84e-05 0.001070    
## 1328 1.002 1.45e-04 0.001420    
## 1329 1.003 3.90e-06 0.000945    
## 1330 0.996 6.76e-04 0.001125    
## 1331 0.986 2.79e-03 0.001863   *
## 1332 1.003 9.05e-06 0.000991    
## 1333 1.003 5.55e-06 0.000843    
## 1334 1.002 1.20e-04 0.000994    
## 1335 1.003 4.79e-05 0.001676    
## 1336 1.003 9.53e-07 0.000737    
## 1337 1.003 5.61e-06 0.001269    
## 1338 1.002 5.48e-05 0.000842    
## 1339 1.002 1.34e-04 0.001384    
## 1340 1.003 2.83e-06 0.000726    
## 1341 1.001 1.30e-04 0.000862    
## 1342 1.003 2.13e-07 0.000626    
## 1343 1.009 6.44e-05 0.006679   *
## 1344 1.003 1.72e-05 0.000784    
## 1345 0.985 1.23e-03 0.000833   *
## 1346 1.000 1.26e-04 0.000525    
## 1347 1.002 5.31e-06 0.000606    
## 1348 1.004 2.00e-05 0.002563    
## 1349 1.003 1.04e-05 0.000855    
## 1350 1.001 2.48e-04 0.001201    
## 1351 1.003 5.32e-06 0.000806    
## 1352 1.001 4.48e-04 0.001951    
## 1353 1.001 2.45e-04 0.001299    
## 1354 1.002 1.22e-04 0.001088    
## 1355 0.995 1.63e-03 0.002149    
## 1356 0.996 7.84e-04 0.001354    
## 1357 1.001 2.93e-04 0.001394    
## 1358 1.003 4.07e-06 0.000624    
## 1359 1.003 2.91e-05 0.001283    
## 1360 1.003 4.08e-04 0.002667    
## 1361 1.002 1.58e-04 0.001520    
## 1362 1.002 7.67e-05 0.001072    
## 1363 1.003 4.14e-07 0.001119    
## 1364 1.003 1.19e-05 0.001272    
## 1365 1.002 5.66e-05 0.000704    
## 1366 0.941 6.03e-03 0.001125   *
## 1367 0.999 3.11e-04 0.000877    
## 1368 1.004 5.26e-06 0.001765    
## 1369 1.002 3.56e-05 0.000932    
## 1370 1.003 1.14e-04 0.001765    
## 1371 1.003 5.19e-07 0.001352    
## 1372 1.003 2.63e-05 0.000988    
## 1373 1.004 3.79e-04 0.003125    
## 1374 1.007 3.54e-06 0.005119   *
## 1375 1.003 6.15e-05 0.001348    
## 1376 1.001 1.32e-04 0.001027    
## 1377 1.003 4.23e-05 0.001327    
## 1378 1.002 4.85e-05 0.000768    
## 1379 1.006 1.09e-04 0.004610   *
## 1380 1.008 4.02e-05 0.005705   *
## 1381 1.004 2.64e-05 0.001905    
## 1382 1.001 6.56e-04 0.002463    
## 1383 1.004 9.73e-06 0.002452    
## 1384 1.002 1.86e-04 0.001517    
## 1385 1.003 4.07e-05 0.001639    
## 1386 1.002 1.45e-04 0.001200    
## 1387 1.005 3.37e-05 0.002895    
## 1388 1.004 4.80e-05 0.001855    
## 1389 1.003 1.77e-04 0.001732    
## 1390 0.998 1.75e-03 0.002994    
## 1391 1.003 7.63e-05 0.001777    
## 1392 1.002 1.25e-04 0.001093    
## 1393 1.007 1.36e-03 0.006989   *
## 1394 1.001 1.72e-04 0.000928    
## 1395 1.002 2.85e-05 0.000835    
## 1396 1.002 3.00e-04 0.001683    
## 1397 1.002 4.31e-05 0.000990    
## 1398 1.000 8.17e-04 0.002292    
## 1399 1.008 1.58e-04 0.006184   *
## 1400 1.007 6.41e-04 0.006452   *
## 1401 1.012 4.56e-04 0.010790   *
## 1402 1.002 4.71e-04 0.002258    
## 1403 1.010 2.77e-04 0.008333   *
## 1404 1.003 2.29e-04 0.002156    
## 1405 0.995 1.20e-03 0.001683    
## 1406 1.003 4.37e-05 0.001158    
## 1407 1.003 1.92e-06 0.001279    
## 1408 1.003 2.79e-04 0.002405    
## 1409 1.004 5.20e-04 0.003373    
## 1410 1.003 1.98e-04 0.002028    
## 1411 1.002 1.93e-04 0.001716    
## 1412 1.003 5.28e-05 0.001665    
## 1413 1.003 9.47e-05 0.001824    
## 1414 1.002 9.74e-05 0.001254    
## 1415 1.003 5.09e-05 0.001583    
## 1416 1.004 1.38e-06 0.002172    
## 1417 1.003 4.90e-05 0.001258    
## 1418 1.003 1.13e-06 0.000937    
## 1419 1.003 3.63e-06 0.001345    
## 1420 1.003 2.22e-05 0.001319    
## 1421 1.002 2.20e-04 0.001545    
## 1422 1.004 1.07e-04 0.002833    
## 1423 1.004 3.62e-04 0.003432    
## 1424 1.003 4.17e-05 0.001101    
## 1425 1.003 3.73e-06 0.000728    
## 1426 1.002 2.46e-04 0.001770    
## 1427 1.003 1.29e-05 0.001234    
## 1428 1.003 3.62e-05 0.001459    
## 1429 0.986 8.75e-03 0.004942   *
## 1430 1.003 1.25e-05 0.001294    
## 1431 1.002 3.41e-04 0.002068    
## 1432 1.003 1.61e-05 0.001260    
## 1433 1.004 5.39e-05 0.001902    
## 1434 1.002 4.24e-04 0.002359    
## 1435 1.004 4.17e-05 0.001901    
## 1436 1.000 9.63e-04 0.002605    
## 1437 1.004 2.12e-06 0.002380    
## 1438 1.003 1.51e-05 0.001398    
## 1439 1.002 5.81e-05 0.000672    
## 1440 1.003 1.31e-04 0.001908    
## 1441 1.003 3.70e-06 0.001144    
## 1442 0.998 7.24e-04 0.001610    
## 1443 1.003 1.20e-06 0.001216    
## 1444 0.999 5.29e-04 0.001352    
## 1445 0.996 2.10e-03 0.002820    
## 1446 1.003 1.46e-05 0.001394    
## 1447 1.006 7.79e-05 0.004317   *
## 1448 0.999 1.64e-03 0.003055    
## 1449 1.002 3.05e-04 0.001880    
## 1450 1.005 1.04e-04 0.003073    
## 1451 1.003 3.95e-10 0.000729    
## 1452 1.002 3.02e-04 0.001750    
## 1453 1.003 1.73e-05 0.001182    
## 1454 1.004 2.61e-03 0.006627   *
## 1455 1.004 1.13e-05 0.001909    
## 1456 1.003 3.32e-05 0.001222    
## 1457 1.002 7.67e-04 0.003110    
## 1458 1.002 4.69e-05 0.001000    
## 1459 1.001 2.53e-04 0.001216    
## 1460 1.008 7.78e-05 0.006144   *
## 1461 1.003 7.68e-07 0.000578    
## 1462 1.000 3.22e-04 0.001207    
## 1463 0.998 1.24e-03 0.002272    
## 1464 1.006 3.66e-08 0.004379   *
## 1465 1.002 8.76e-05 0.001075    
## 1466 1.003 8.59e-05 0.001520    
## 1467 1.003 8.20e-05 0.001809    
## 1468 0.999 4.46e-04 0.001154    
## 1469 1.002 1.00e-04 0.001032    
## 1470 1.003 1.44e-05 0.001374    
## 1471 1.001 1.23e-04 0.000705    
## 1472 1.003 2.60e-04 0.002460    
## 1473 1.003 1.04e-05 0.001240    
## 1474 1.003 9.75e-06 0.001440    
## 1475 1.001 1.11e-04 0.000744    
## 1476 1.003 1.74e-04 0.001748    
## 1477 1.003 1.08e-05 0.000845    
## 1478 1.003 2.80e-08 0.001081    
## 1479 1.000 2.48e-04 0.001022    
## 1480 1.004 1.94e-06 0.001586    
## 1481 1.005 2.88e-05 0.002930    
## 1482 1.003 1.49e-04 0.001796    
## 1483 1.003 5.08e-05 0.001124    
## 1484 0.999 3.39e-04 0.000949    
## 1485 1.003 5.88e-05 0.001509    
## 1486 1.004 4.95e-05 0.002232    
## 1487 1.001 6.85e-04 0.002220    
## 1488 1.003 3.80e-05 0.001020    
## 1489 1.004 3.04e-05 0.001811    
## 1490 1.072 4.28e-05 0.065370   *
## 1491 1.002 5.08e-06 0.000493    
## 1492 0.999 2.17e-04 0.000734    
## 1493 1.003 4.11e-07 0.001343    
## 1494 1.000 1.34e-04 0.000693    
## 1495 0.998 2.72e-04 0.000735    
## 1496 0.999 5.83e-04 0.001424    
## 1497 0.971 7.46e-03 0.002609   *
## 1498 1.003 7.42e-06 0.000937    
## 1499 1.001 2.58e-04 0.001200    
## 1500 1.002 5.60e-05 0.000836    
## 1501 1.000 2.68e-04 0.001028    
## 1502 1.002 9.12e-05 0.000924    
## 1503 1.002 1.55e-04 0.001168    
## 1504 0.995 1.08e-03 0.001496    
## 1505 1.003 1.19e-05 0.000752    
## 1506 0.998 1.07e-03 0.002049    
## 1507 1.000 2.33e-04 0.000957    
## 1508 1.002 2.72e-05 0.000578    
## 1509 0.998 8.95e-04 0.001859    
## 1510 0.999 2.80e-04 0.000950    
## 1511 1.002 4.61e-05 0.000928    
## 1512 1.006 2.03e-04 0.004175    
## 1513 0.992 1.49e-03 0.001591   *
## 1514 1.003 1.95e-04 0.002163    
## 1515 1.003 1.23e-05 0.000993    
## 1516 1.001 3.28e-04 0.001705    
## 1517 0.998 1.37e-04 0.000377    
## 1518 0.998 8.10e-04 0.001659    
## 1519 0.998 8.23e-04 0.001678    
## 1520 1.001 7.02e-05 0.000440    
## 1521 1.003 5.95e-07 0.001076    
## 1522 0.997 8.06e-04 0.001464    
## 1523 1.002 1.98e-04 0.001464    
## 1524 0.996 1.06e-03 0.001656    
## 1525 1.000 3.22e-04 0.001155    
## 1526 1.002 7.91e-06 0.000660    
## 1527 1.002 2.49e-04 0.001596    
## 1528 1.003 1.16e-05 0.001403    
## 1529 1.003 7.19e-05 0.001898    
## 1530 1.002 1.85e-05 0.000671    
## 1531 1.003 1.06e-06 0.000802    
## 1532 1.003 1.07e-05 0.000819    
## 1533 1.000 1.26e-04 0.000600    
## 1534 1.000 2.92e-04 0.001202    
## 1535 1.001 1.61e-04 0.000958    
## 1536 1.002 2.30e-05 0.000581    
## 1537 1.002 1.29e-04 0.001036    
## 1538 0.997 6.28e-04 0.001130    
## 1539 1.002 1.71e-04 0.001397    
## 1540 1.002 7.19e-05 0.000749    
## 1541 1.003 7.01e-07 0.000643    
## 1542 0.993 6.82e-04 0.000810   *
## 1543 0.996 3.72e-04 0.000621    
## 1544 1.006 1.47e-04 0.004271    
## 1545 1.002 1.43e-04 0.001202    
## 1546 1.002 1.16e-04 0.000965    
## 1547 1.002 1.13e-05 0.000480    
## 1548 0.991 2.08e-03 0.001879   *
## 1549 1.004 2.34e-05 0.002518    
## 1550 1.002 3.07e-05 0.000735    
## 1551 1.003 3.27e-05 0.001256    
## 1552 0.998 9.92e-04 0.002028    
## 1553 1.002 2.86e-05 0.000440    
## 1554 1.003 8.71e-06 0.001427    
## 1555 1.003 5.74e-05 0.001489    
## 1556 1.002 1.06e-04 0.001223    
## 1557 1.002 1.13e-04 0.001042    
## 1558 1.001 9.06e-05 0.000772    
## 1559 1.002 1.36e-04 0.001136    
## 1560 0.995 1.11e-03 0.001567    
## 1561 1.003 9.43e-06 0.001294    
## 1562 1.002 3.17e-05 0.000537    
## 1563 1.006 1.84e-04 0.004851   *
## 1564 1.004 1.98e-06 0.001630    
## 1565 1.002 1.91e-07 0.000445    
## 1566 1.003 3.62e-05 0.001311    
## 1567 1.002 4.78e-05 0.000824    
## 1568 0.993 1.76e-03 0.001966   *
## 1569 1.001 3.26e-04 0.001447    
## 1570 1.002 2.54e-04 0.001803    
## 1571 1.003 1.36e-05 0.001455    
## 1572 1.002 6.04e-04 0.002579    
## 1573 0.994 6.64e-04 0.000901    
## 1574 1.006 2.86e-04 0.004401    
## 1575 1.003 4.03e-05 0.001709    
## 1576 1.003 1.20e-05 0.001356    
## 1577 1.005 6.83e-05 0.003015    
## 1578 1.003 6.17e-08 0.001255    
## 1579 1.003 2.12e-05 0.000997    
## 1580 0.997 6.89e-04 0.001336    
## 1581 1.003 3.17e-07 0.000918    
## 1582 1.001 1.30e-04 0.000850    
## 1583 1.003 5.81e-06 0.000643    
## 1584 0.999 6.23e-04 0.001563    
## 1585 1.002 9.50e-05 0.000914    
## 1586 1.003 2.10e-05 0.001094    
## 1587 1.004 2.36e-04 0.002914    
## 1588 1.003 5.04e-05 0.001394    
## 1589 1.001 7.88e-04 0.002561    
## 1590 1.002 2.72e-05 0.000540    
## 1591 1.003 9.54e-07 0.000744    
## 1592 1.002 1.61e-05 0.000579    
## 1593 1.001 2.18e-04 0.001331    
## 1594 1.004 8.33e-07 0.001883    
## 1595 1.001 3.84e-04 0.001809    
## 1596 1.003 3.05e-04 0.002229    
## 1597 1.004 2.28e-05 0.001913    
## 1598 1.003 1.24e-06 0.000582    
## 1599 1.001 9.43e-05 0.000710    
## 1600 1.003 1.14e-06 0.000896    
## 1601 1.007 4.39e-05 0.004722   *
## 1602 1.003 5.42e-05 0.001529    
## 1603 1.003 7.50e-06 0.000772    
## 1604 1.003 1.22e-04 0.001495    
## 1605 1.001 1.01e-04 0.000654    
## 1606 1.002 2.30e-04 0.001505    
## 1607 1.003 3.51e-05 0.001450    
## 1608 1.002 3.05e-05 0.000649    
## 1609 1.003 2.17e-05 0.000832    
## 1610 0.998 5.15e-04 0.001152    
## 1611 1.003 1.55e-05 0.000812    
## 1612 1.002 5.00e-05 0.000717    
## 1613 1.003 2.10e-05 0.000916    
## 1614 1.003 8.27e-06 0.001388    
## 1615 1.003 5.01e-06 0.001533    
## 1616 1.003 7.00e-05 0.001353    
## 1617 1.005 6.67e-04 0.004982    
## 1618 1.002 3.01e-05 0.000583    
## 1619 1.003 1.34e-05 0.001069    
## 1620 1.003 6.02e-05 0.001202    
## 1621 1.001 5.51e-04 0.002101    
## 1622 1.004 1.66e-05 0.001685    
## 1623 1.003 2.72e-05 0.001654    
## 1624 1.003 3.44e-06 0.000834    
## 1625 1.002 2.61e-04 0.001690    
## 1626 1.003 1.53e-04 0.001786    
## 1627 1.002 2.43e-05 0.000580    
## 1628 1.003 3.66e-06 0.001246    
## 1629 1.003 9.09e-05 0.001637    
## 1630 1.004 7.25e-07 0.001890    
## 1631 1.003 6.41e-05 0.001495    
## 1632 1.001 6.91e-05 0.000568    
## 1633 1.007 1.53e-04 0.005507   *
## 1634 1.001 1.64e-04 0.001074    
## 1635 1.000 2.10e-04 0.000999    
## 1636 1.002 2.68e-06 0.000521    
## 1637 1.003 2.90e-05 0.000904    
## 1638 1.002 4.92e-05 0.001015    
## 1639 1.002 7.13e-05 0.000770    
## 1640 1.002 1.96e-05 0.000541    
## 1641 1.001 1.24e-04 0.000762    
## 1642 1.002 1.12e-06 0.000530    
## 1643 0.999 6.15e-04 0.001536    
## 1644 1.000 1.18e-04 0.000637    
## 1645 1.003 1.50e-05 0.000884    
## 1646 1.003 3.90e-06 0.001013    
## 1647 1.003 4.59e-05 0.001312    
## 1648 1.002 9.05e-05 0.001113    
## 1649 1.004 4.69e-05 0.001916    
## 1650 1.003 6.73e-06 0.000946    
## 1651 1.003 1.50e-05 0.001228    
## 1652 1.002 1.34e-05 0.000669    
## 1653 1.003 1.22e-06 0.000996    
## 1654 1.003 1.58e-06 0.001231    
## 1655 1.001 1.43e-04 0.000901    
## 1656 0.993 2.22e-03 0.002339   *
## 1657 1.002 5.23e-05 0.000821    
## 1658 0.998 5.44e-04 0.001296    
## 1659 1.003 4.24e-05 0.001167    
## 1660 1.001 7.40e-05 0.000678    
## 1661 1.003 2.11e-04 0.002448    
## 1662 1.002 4.66e-05 0.000712    
## 1663 1.003 6.07e-06 0.001294    
## 1664 1.004 8.14e-05 0.002139    
## 1665 1.003 2.34e-06 0.000613    
## 1666 1.002 6.80e-05 0.000947    
## 1667 1.002 1.10e-04 0.000934    
## 1668 1.004 3.04e-05 0.001945    
## 1669 1.002 2.67e-05 0.000774    
## 1670 1.004 1.48e-06 0.001781    
## 1671 1.002 4.79e-08 0.000454    
## 1672 1.002 8.56e-05 0.001018    
## 1673 1.003 3.31e-07 0.000699    
## 1674 1.002 4.91e-05 0.000815    
## 1675 1.003 2.46e-06 0.001055    
## 1676 1.004 5.51e-06 0.001772    
## 1677 1.002 1.54e-04 0.001173    
## 1678 1.003 1.64e-04 0.002289    
## 1679 1.003 5.85e-09 0.000639    
## 1680 1.003 3.26e-06 0.000754    
## 1681 1.002 4.05e-05 0.000973    
## 1682 1.002 2.07e-04 0.001703    
## 1683 1.003 8.90e-05 0.001928    
## 1684 0.999 1.10e-03 0.002387    
## 1685 1.002 6.26e-05 0.000788    
## 1686 0.996 4.38e-04 0.000768    
## 1687 0.999 7.76e-04 0.001790    
## 1688 1.003 1.06e-04 0.001460    
## 1689 1.004 1.30e-05 0.001985    
## 1690 1.002 3.09e-05 0.000426    
## 1691 0.999 2.83e-04 0.000914    
## 1692 0.998 2.51e-04 0.000676    
## 1693 1.002 2.89e-06 0.000459    
## 1694 1.004 1.08e-05 0.002492    
## 1695 1.004 1.35e-03 0.005339    
## 1696 1.002 3.46e-05 0.000655    
## 1697 1.003 7.61e-05 0.001385    
## 1698 1.003 8.05e-05 0.001615    
## 1699 1.002 5.28e-05 0.000910    
## 1700 1.003 3.73e-06 0.000686    
## 1701 0.996 8.95e-04 0.001483    
## 1702 1.001 7.49e-05 0.000645    
## 1703 1.002 3.28e-06 0.000543    
## 1704 1.003 2.05e-07 0.000839    
## 1705 1.004 2.21e-05 0.002317    
## 1706 1.004 1.13e-07 0.001627    
## 1707 1.001 1.10e-04 0.000689    
## 1708 0.996 1.72e-03 0.002385    
## 1709 1.003 1.42e-07 0.001333    
## 1710 1.005 4.62e-04 0.003910    
## 1711 1.005 1.21e-04 0.003541    
## 1712 1.002 2.71e-05 0.000772    
## 1713 1.002 2.15e-05 0.000755    
## 1714 1.003 2.16e-05 0.000885    
## 1715 1.003 1.03e-04 0.001397    
## 1716 1.002 8.57e-06 0.000576    
## 1717 1.003 1.68e-05 0.001168    
## 1718 1.003 1.16e-07 0.000569    
## 1719 1.003 8.10e-05 0.001944    
## 1720 1.003 4.39e-07 0.001487    
## 1721 1.003 3.19e-06 0.000681    
## 1722 1.003 8.89e-08 0.000765    
## 1723 1.004 1.28e-04 0.002654    
## 1724 1.002 1.38e-04 0.001140    
## 1725 1.003 4.18e-05 0.001231    
## 1726 1.003 2.11e-06 0.000941    
## 1727 1.003 1.41e-05 0.000951    
## 1728 1.001 2.29e-04 0.001415    
## 1729 1.003 2.80e-05 0.001092    
## 1730 1.004 3.83e-05 0.002319    
## 1731 1.003 1.07e-07 0.000594    
## 1732 1.002 2.57e-05 0.000674    
## 1733 1.003 3.43e-09 0.001015    
## 1734 1.003 2.12e-05 0.000984    
## 1735 1.003 2.86e-05 0.000941    
## 1736 1.002 1.54e-05 0.000646    
## 1737 1.002 9.71e-05 0.001023    
## 1738 1.001 9.32e-05 0.000729    
## 1739 1.003 4.50e-08 0.000785    
## 1740 1.000 2.78e-04 0.001057    
## 1741 1.004 5.29e-06 0.002056    
## 1742 1.005 3.57e-05 0.002704    
## 1743 1.000 2.18e-04 0.000872    
## 1744 1.003 5.75e-05 0.001529    
## 1745 1.003 4.95e-05 0.001085    
## 1746 1.004 7.02e-05 0.002175    
## 1747 1.005 3.02e-05 0.002723    
## 1748 1.003 3.46e-04 0.002410    
## 1749 1.003 1.76e-05 0.000820    
## 1750 1.003 5.60e-06 0.001273    
## 1751 1.001 3.62e-04 0.001478    
## 1752 1.000 1.89e-04 0.000890    
## 1753 1.003 2.30e-04 0.002561    
## 1754 1.002 6.47e-05 0.001122    
## 1755 1.002 4.92e-05 0.000698    
## 1756 0.999 2.67e-04 0.000895    
## 1757 1.002 1.63e-05 0.000635    
## 1758 1.003 3.14e-05 0.001061    
## 1759 1.002 8.09e-05 0.000892    
## 1760 1.003 1.77e-06 0.000620    
## 1761 1.003 5.34e-06 0.000818    
## 1762 1.004 1.13e-06 0.001633    
## 1763 1.003 2.95e-05 0.001012    
## 1764 1.003 1.89e-04 0.001956    
## 1765 1.003 1.09e-04 0.001573    
## 1766 1.004 1.12e-04 0.002506    
## 1767 1.002 2.06e-05 0.000746    
## 1768 1.004 4.88e-06 0.002431    
## 1769 1.003 1.09e-05 0.000848    
## 1770 1.003 4.13e-06 0.001187    
## 1771 1.012 4.40e-05 0.009626   *
## 1772 1.002 1.69e-05 0.000492    
## 1773 1.004 1.01e-05 0.002186    
## 1774 1.001 5.87e-04 0.002273    
## 1775 1.003 7.75e-05 0.001709    
## 1776 1.003 1.03e-06 0.001004    
## 1777 0.996 3.65e-04 0.000629    
## 1778 1.004 2.38e-04 0.002874    
## 1779 1.002 5.28e-05 0.000821    
## 1780 1.003 7.98e-05 0.001530    
## 1781 1.002 7.59e-05 0.001167    
## 1782 1.004 1.42e-04 0.002536    
## 1783 1.002 1.03e-04 0.001355    
## 1784 1.004 1.64e-04 0.002426    
## 1785 1.004 1.09e-05 0.001966    
## 1786 1.003 8.60e-06 0.000779    
## 1787 1.002 6.35e-05 0.000745    
## 1788 1.003 6.13e-06 0.001066    
## 1789 1.002 7.77e-05 0.001063    
## 1790 1.003 4.69e-06 0.000965    
## 1791 1.003 3.13e-05 0.001072    
## 1792 1.002 1.06e-04 0.001389    
## 1793 1.003 9.70e-06 0.000915    
## 1794 1.002 5.74e-05 0.000838    
## 1795 1.002 1.06e-06 0.000522    
## 1796 0.993 8.14e-04 0.000983   *
## 1797 0.995 4.60e-03 0.004730   *
## 1798 1.002 5.79e-05 0.000952    
## 1799 1.006 3.55e-05 0.003683    
## 1800 1.003 2.64e-05 0.001146    
## 1801 1.004 4.37e-05 0.001967    
## 1802 1.002 4.00e-05 0.000966    
## 1803 1.002 3.73e-05 0.000862    
## 1804 1.003 7.85e-05 0.001712    
## 1805 1.003 9.92e-06 0.000802    
## 1806 1.003 1.49e-06 0.000825    
## 1807 1.002 2.96e-04 0.002093    
## 1808 1.003 5.76e-06 0.001062    
## 1809 1.002 1.50e-04 0.001361    
## 1810 1.002 1.06e-04 0.001120    
## 1811 1.003 9.84e-05 0.001554    
## 1812 1.001 2.35e-04 0.001431    
## 1813 1.007 2.28e-04 0.005616   *
## 1814 1.002 3.72e-08 0.000426    
## 1815 1.005 3.31e-05 0.003319    
## 1816 1.000 8.58e-04 0.002485    
## 1817 1.004 8.76e-05 0.002377    
## 1818 1.005 3.55e-05 0.002880    
## 1819 1.004 2.10e-05 0.002590    
## 1820 1.002 5.98e-04 0.002619    
## 1821 1.001 2.57e-04 0.001278    
## 1822 1.003 2.52e-05 0.001371    
## 1823 1.003 2.35e-04 0.002324    
## 1824 1.002 3.30e-05 0.000596    
## 1825 1.008 4.49e-05 0.005700   *
## 1826 1.002 8.23e-04 0.003212    
## 1827 0.999 8.06e-04 0.002023    
## 1828 1.006 5.79e-05 0.003713    
## 1829 1.004 3.15e-04 0.003456    
## 1830 1.002 8.30e-05 0.000913    
## 1831 1.009 4.77e-05 0.006807   *
## 1832 1.002 1.91e-05 0.000691    
## 1833 1.001 3.91e-04 0.001553    
## 1834 1.005 2.04e-04 0.003273    
## 1835 1.002 4.57e-04 0.002204    
## 1836 1.003 4.31e-06 0.000730    
## 1837 1.004 1.36e-06 0.002042    
## 1838 1.003 3.48e-05 0.001164    
## 1839 1.004 7.07e-06 0.001702    
## 1840 1.005 3.29e-07 0.003016    
## 1841 1.003 3.99e-04 0.002453    
## 1842 1.004 1.96e-05 0.001720    
## 1843 1.004 4.43e-04 0.003691    
## 1844 1.005 7.44e-05 0.002844    
## 1845 0.999 2.63e-04 0.000907    
## 1846 1.011 3.05e-04 0.009319   *
## 1847 1.004 2.55e-05 0.001864    
## 1848 0.995 1.15e-03 0.001636    
## 1849 1.003 7.14e-05 0.001419    
## 1850 1.002 1.41e-04 0.001371    
## 1851 1.002 7.62e-07 0.000461    
## 1852 1.002 5.41e-05 0.000680    
## 1853 1.000 1.09e-03 0.002597    
## 1854 1.003 3.98e-06 0.000873    
## 1855 1.003 3.16e-05 0.001287    
## 1856 0.997 5.15e-04 0.001040    
## 1857 1.002 5.43e-05 0.000619    
## 1858 0.996 8.75e-04 0.001364    
## 1859 0.999 2.61e-04 0.000841    
## 1860 1.002 5.43e-05 0.001071    
## 1861 1.003 1.10e-05 0.001008    
## 1862 1.002 1.75e-06 0.000419    
## 1863 1.006 1.83e-04 0.004288    
## 1864 1.004 1.50e-05 0.001884    
## 1865 1.006 2.04e-05 0.003693    
## 1866 0.995 9.05e-04 0.001342    
## 1867 1.002 2.35e-06 0.000513    
## 1868 0.995 4.92e-03 0.004814   *
## 1869 1.003 2.34e-07 0.000606    
## 1870 1.002 4.91e-05 0.000934    
## 1871 1.003 1.74e-06 0.000659    
## 1872 1.003 6.06e-06 0.000837    
## 1873 1.004 1.45e-05 0.002544    
## 1874 1.003 3.31e-07 0.000871    
## 1875 1.005 6.82e-03 0.010742   *
## 1876 1.003 1.58e-05 0.001248    
## 1877 1.002 7.67e-05 0.000866    
## 1878 1.002 9.21e-04 0.003122    
## 1879 1.003 9.23e-05 0.001545    
## 1880 1.000 1.57e-04 0.000700    
## 1881 1.004 5.34e-06 0.001572    
## 1882 1.000 1.75e-03 0.003484    
## 1883 1.002 6.83e-06 0.000590    
## 1884 1.004 8.74e-04 0.004540    
## 1885 1.004 2.29e-05 0.002070    
## 1886 1.002 2.03e-05 0.000582    
## 1887 1.005 3.40e-05 0.002696    
## 1888 1.004 7.98e-06 0.001796    
## 1889 1.005 4.31e-09 0.002770    
## 1890 1.003 4.83e-06 0.000961    
## 1891 1.002 1.84e-04 0.001270    
## 1892 1.005 1.48e-03 0.005886    
## 1893 1.003 1.50e-04 0.001889    
## 1894 1.004 3.14e-06 0.001666    
## 1895 1.003 7.27e-07 0.000544    
## 1896 1.003 1.68e-04 0.002346    
## 1897 0.992 1.02e-03 0.001072   *
## 1898 1.002 1.30e-03 0.004078    
## 1899 1.001 1.66e-04 0.001007    
## 1900 1.002 1.10e-04 0.001375    
## 1901 0.998 8.88e-04 0.001751    
## 1902 1.002 3.54e-04 0.001979    
## 1903 1.001 7.14e-05 0.000542    
## 1904 0.999 1.53e-03 0.003141    
## 1905 1.005 2.33e-05 0.003176    
## 1906 1.003 1.50e-04 0.002088    
## 1907 1.003 3.32e-06 0.000877    
## 1908 1.006 3.91e-06 0.003545    
## 1909 1.003 3.54e-05 0.001533    
## 1910 1.003 2.38e-05 0.000920    
## 1911 1.003 1.61e-04 0.001933    
## 1912 1.001 1.52e-04 0.001022    
## 1913 1.004 5.06e-05 0.002571    
## 1914 0.995 2.11e-03 0.002569    
## 1915 1.002 6.97e-05 0.001123    
## 1916 1.001 8.78e-04 0.002632    
## 1917 1.004 5.22e-06 0.001651    
## 1918 1.004 7.43e-04 0.004385    
## 1919 1.003 3.49e-07 0.001434    
## 1920 0.999 2.17e-04 0.000666    
## 1921 1.002 3.47e-04 0.002293    
## 1922 1.001 1.22e-03 0.003511    
## 1923 0.997 4.29e-04 0.000867    
## 1924 1.003 3.86e-05 0.001154    
## 1925 1.003 3.27e-05 0.001326    
## 1926 1.003 8.77e-05 0.001561    
## 1927 1.003 3.71e-05 0.001655    
## 1928 1.001 5.84e-05 0.000625    
## 1929 1.003 1.12e-03 0.004398    
## 1930 1.002 7.12e-06 0.000650    
## 1931 1.003 9.86e-06 0.000872    
## 1932 1.000 2.91e-04 0.001197    
## 1933 1.002 5.87e-05 0.001053    
## 1934 1.002 3.32e-05 0.000847    
## 1935 1.002 5.51e-06 0.000454    
## 1936 1.002 7.93e-05 0.001241    
## 1937 1.002 4.80e-05 0.000823    
## 1938 1.001 3.82e-04 0.001646    
## 1939 1.002 1.86e-03 0.004900    
## 1940 1.003 4.23e-05 0.001407    
## 1941 1.003 7.37e-06 0.001439    
## 1942 0.988 1.22e-02 0.006935   *
## 1943 1.003 3.38e-05 0.001215    
## 1944 1.003 1.99e-05 0.001089    
## 1945 1.003 1.00e-03 0.003896    
## 1946 1.004 2.77e-04 0.003200    
## 1947 1.001 8.19e-05 0.000627    
## 1948 1.002 5.13e-04 0.002621    
## 1949 1.003 9.20e-05 0.001883    
## 1950 1.002 1.47e-05 0.000509    
## 1951 1.004 3.97e-06 0.001644    
## 1952 1.003 2.74e-06 0.001156    
## 1953 1.003 8.55e-05 0.001459    
## 1954 1.006 1.60e-06 0.003718    
## 1955 1.002 2.57e-04 0.001548    
## 1956 1.000 1.63e-04 0.000801    
## 1957 1.004 2.43e-05 0.002608    
## 1958 0.994 9.03e-04 0.001206    
## 1959 1.001 2.47e-04 0.001433    
## 1960 0.998 5.93e-04 0.001417    
## 1961 1.002 7.96e-05 0.000924    
## 1962 0.995 3.77e-03 0.003905   *
## 1963 1.002 3.50e-05 0.000730    
## 1964 1.003 3.05e-05 0.001382    
## 1965 0.993 4.71e-03 0.004120   *
## 1966 0.999 8.20e-04 0.001983    
## 1967 1.003 1.03e-04 0.001992    
## 1968 1.005 5.18e-05 0.002795    
## 1969 0.997 1.03e-03 0.001871    
## 1970 1.003 1.29e-06 0.001037    
## 1971 1.002 5.36e-05 0.000664    
## 1972 1.003 2.30e-05 0.001428    
## 1973 0.998 1.09e-03 0.002244    
## 1974 1.001 1.37e-04 0.001055    
## 1975 1.002 4.65e-05 0.000786    
## 1976 1.002 5.54e-05 0.000926    
## 1977 1.004 1.00e-04 0.002206    
## 1978 1.002 3.45e-05 0.000810    
## 1979 1.005 2.04e-04 0.003837    
## 1980 1.003 9.98e-05 0.001911    
## 1981 1.001 2.98e-04 0.001329    
## 1982 1.002 1.05e-05 0.000676    
## 1983 1.002 2.12e-05 0.000436    
## 1984 1.006 1.33e-03 0.006627   *
## 1985 1.003 5.04e-07 0.000986    
## 1986 1.003 1.37e-05 0.000878    
## 1987 1.002 1.02e-06 0.000448    
## 1988 1.004 3.12e-05 0.001845    
## 1989 1.000 4.62e-04 0.001502    
## 1990 1.003 1.40e-05 0.001047    
## 1991 0.998 2.47e-04 0.000659    
## 1992 1.004 8.73e-08 0.002220    
## 1993 1.003 8.01e-06 0.001217    
## 1994 1.002 3.91e-05 0.000718    
## 1995 1.001 1.25e-04 0.000869    
## 1996 1.003 3.80e-06 0.001545    
## 1997 1.001 9.49e-05 0.000694    
## 1998 1.003 3.25e-05 0.001081    
## 1999 1.000 4.01e-04 0.001391    
## 2000 1.003 2.50e-05 0.001141    
## 2001 0.996 3.94e-04 0.000680    
## 2002 1.003 5.08e-07 0.000714    
## 2003 1.003 8.22e-08 0.000704    
## 2004 1.002 4.62e-06 0.000589    
## 2005 1.000 3.89e-04 0.001339    
## 2006 1.004 9.75e-06 0.001615    
## 2007 1.004 1.76e-05 0.002584    
## 2008 1.001 1.93e-04 0.000960    
## 2009 0.998 1.03e-03 0.002160    
## 2010 0.995 4.62e-04 0.000755    
## 2011 1.000 2.19e-04 0.000884    
## 2012 1.000 2.32e-03 0.004142    
## 2013 1.003 1.35e-05 0.001045    
## 2014 1.003 3.90e-05 0.001353    
## 2015 1.000 1.52e-04 0.000654    
## 2016 0.986 3.86e-03 0.002497   *
## 2017 1.002 6.00e-05 0.000829    
## 2018 0.996 4.36e-04 0.000791    
## 2019 1.000 3.42e-04 0.001357    
## 2020 1.002 1.43e-04 0.001135    
## 2021 0.997 5.37e-04 0.001042    
## 2022 0.997 2.27e-03 0.003197    
## 2023 1.004 1.21e-05 0.002231    
## 2024 1.005 3.14e-05 0.002751    
## 2025 1.003 1.83e-05 0.001369    
## 2026 1.004 2.57e-05 0.001707    
## 2027 0.990 2.38e-03 0.001976   *
## 2028 1.003 1.31e-06 0.001280    
## 2029 0.998 2.34e-04 0.000580    
## 2030 1.004 4.99e-05 0.002261    
## 2031 1.003 1.04e-05 0.001150    
## 2032 1.004 7.47e-05 0.002127    
## 2033 1.003 6.82e-06 0.000670    
## 2034 1.006 4.56e-05 0.003672    
## 2035 1.001 5.53e-04 0.002013    
## 2036 0.996 1.46e-03 0.002179    
## 2037 1.003 1.24e-07 0.000602    
## 2038 1.002 1.67e-04 0.001620    
## 2039 1.003 1.34e-05 0.001530    
## 2040 0.997 6.16e-04 0.001250    
## 2041 1.003 5.79e-05 0.001836    
## 2042 1.004 4.66e-07 0.002340    
## 2043 1.001 6.23e-04 0.002294    
## 2044 1.003 1.13e-04 0.001516    
## 2045 1.004 1.27e-05 0.002190    
## 2046 0.999 2.26e-04 0.000743    
## 2047 0.997 9.74e-04 0.001647    
## 2048 0.997 1.71e-03 0.002587    
## 2049 1.003 2.04e-05 0.001182    
## 2050 1.000 8.67e-04 0.002293    
## 2051 0.994 7.78e-04 0.001025   *
## 2052 1.001 9.40e-05 0.000584    
## 2053 1.004 1.20e-07 0.001634    
## 2054 1.002 1.11e-04 0.001148    
## 2055 1.002 4.78e-06 0.000408    
## 2056 1.002 1.94e-04 0.001704    
## 2057 1.001 1.28e-04 0.000922    
## 2058 1.003 5.62e-06 0.001323    
## 2059 1.003 5.29e-05 0.001621    
## 2060 1.000 6.42e-04 0.001972    
## 2061 1.001 1.03e-04 0.000806    
## 2062 1.003 2.08e-04 0.002297    
## 2063 1.003 5.48e-08 0.001195    
## 2064 1.003 8.02e-04 0.003427    
## 2065 0.997 8.35e-04 0.001565    
## 2066 0.992 7.07e-03 0.005313   *
## 2067 1.002 4.25e-04 0.002175    
## 2068 1.002 1.39e-04 0.001469    
## 2069 1.001 2.88e-04 0.001280    
## 2070 1.003 4.58e-06 0.000736    
## 2071 1.000 9.28e-04 0.002502    
## 2072 0.997 6.29e-04 0.001170    
## 2073 1.004 4.96e-07 0.002172    
## 2074 1.001 2.23e-04 0.001280    
## 2075 1.003 5.70e-04 0.003113    
## 2076 1.000 4.54e-04 0.001481    
## 2077 1.007 1.12e-05 0.005237   *
## 2078 1.005 3.80e-06 0.003130    
## 2079 0.997 2.29e-03 0.003219    
## 2080 0.997 8.38e-04 0.001576    
## 2081 1.004 2.53e-06 0.001650    
## 2082 0.999 5.94e-04 0.001515    
## 2083 1.004 2.15e-04 0.003208    
## 2084 1.003 4.10e-05 0.001156    
## 2085 1.002 3.20e-05 0.000685    
## 2086 1.004 1.06e-04 0.002385    
## 2087 1.002 1.23e-03 0.003593    
## 2088 1.003 3.25e-07 0.001371    
## 2089 1.001 2.94e-04 0.001619    
## 2090 1.000 1.33e-03 0.003103    
## 2091 1.002 5.00e-05 0.000771    
## 2092 1.004 6.03e-05 0.002066    
## 2093 1.003 2.31e-06 0.000857    
## 2094 1.002 7.97e-05 0.000962    
## 2095 1.003 8.07e-05 0.001339    
## 2096 1.000 2.14e-04 0.000897    
## 2097 1.002 1.27e-05 0.000473    
## 2098 1.003 1.49e-04 0.001854    
## 2099 1.003 5.82e-05 0.001371    
## 2100 1.000 2.09e-04 0.000962    
## 2101 1.004 1.04e-04 0.002764    
## 2102 1.003 1.78e-05 0.000857    
## 2103 1.003 2.16e-05 0.000883    
## 2104 1.003 5.98e-07 0.001453    
## 2105 1.002 8.04e-05 0.000974    
## 2106 1.002 2.92e-04 0.002033    
## 2107 1.001 8.65e-04 0.002867    
## 2108 1.002 2.60e-05 0.000711    
## 2109 1.002 2.09e-06 0.000512    
## 2110 1.002 5.17e-05 0.000685    
## 2111 0.998 2.12e-04 0.000595    
## 2112 1.005 2.49e-04 0.003759    
## 2113 1.001 8.05e-05 0.000677    
## 2114 1.000 2.25e-04 0.000899    
## 2115 1.003 4.09e-05 0.001316    
## 2116 1.001 3.30e-04 0.001720    
## 2117 1.002 2.42e-04 0.001607    
## 2118 1.003 7.18e-07 0.001467    
## 2119 1.004 1.50e-05 0.001774    
## 2120 1.002 4.06e-05 0.000900    
## 2121 1.003 6.45e-06 0.001398    
## 2122 1.003 9.58e-06 0.001196    
## 2123 1.002 3.49e-04 0.002130    
## 2124 1.003 1.76e-05 0.001180    
## 2125 1.002 7.07e-05 0.000981    
## 2126 1.002 2.35e-07 0.000370    
## 2127 1.002 1.04e-04 0.001037    
## 2128 1.002 1.89e-05 0.000695    
## 2129 1.003 8.31e-07 0.001142    
## 2130 1.000 2.74e-04 0.001103    
## 2131 1.003 7.08e-06 0.001144    
## 2132 1.003 1.33e-05 0.001055    
## 2133 1.003 2.18e-06 0.001518    
## 2134 1.003 3.07e-05 0.001511    
## 2135 0.995 1.14e-03 0.001601    
## 2136 1.003 3.96e-06 0.000989    
## 2137 1.002 5.39e-05 0.000934    
## 2138 1.002 3.28e-05 0.000726    
## 2139 1.000 4.82e-04 0.001618    
## 2140 1.004 6.86e-05 0.001997    
## 2141 1.004 2.95e-06 0.001901    
## 2142 1.003 1.12e-07 0.000783    
## 2143 1.003 1.26e-05 0.000964    
## 2144 1.005 7.95e-09 0.002749    
## 2145 1.001 1.56e-04 0.000955    
## 2146 1.003 1.73e-05 0.000951    
## 2147 1.002 1.68e-04 0.001572    
## 2148 1.003 1.21e-04 0.002115    
## 2149 1.003 3.83e-06 0.001475    
## 2150 1.003 1.08e-05 0.001202    
## 2151 1.001 7.23e-05 0.000509    
## 2152 1.001 1.51e-04 0.001026    
## 2153 1.003 5.64e-05 0.001371    
## 2154 1.002 1.43e-04 0.001556    
## 2155 1.002 4.89e-04 0.002452    
## 2156 1.001 3.40e-04 0.001461    
## 2157 0.999 1.47e-03 0.002982    
## 2158 1.003 5.88e-06 0.001139    
## 2159 1.003 3.66e-06 0.000754    
## 2160 1.007 1.23e-03 0.006754   *
## 2161 1.001 1.02e-03 0.003027    
## 2162 1.005 2.07e-05 0.003273    
## 2163 1.002 2.12e-04 0.001463    
## 2164 1.005 7.77e-04 0.004682    
## 2165 0.998 4.95e-04 0.001192    
## 2166 1.001 8.63e-04 0.002632    
## 2167 0.999 7.53e-04 0.001930    
## 2168 1.003 2.15e-06 0.001321    
## 2169 1.003 1.10e-05 0.001495    
## 2170 1.003 1.00e-05 0.001286    
## 2171 1.004 1.10e-04 0.002193    
## 2172 1.003 2.19e-06 0.000946    
## 2173 1.003 5.25e-05 0.001473    
## 2174 0.994 1.20e-03 0.001442   *
## 2175 1.002 5.48e-05 0.000995    
## 2176 0.990 6.11e-03 0.004431   *
## 2177 1.003 2.11e-06 0.000848    
## 2178 0.999 5.81e-04 0.001530    
## 2179 1.002 2.66e-05 0.000557    
## 2180 1.003 3.56e-04 0.002618    
## 2181 1.003 2.73e-05 0.001492    
## 2182 1.003 8.44e-07 0.001048    
## 2183 1.000 7.78e-04 0.002234    
## 2184 1.000 2.49e-04 0.001089    
## 2185 1.001 2.21e-04 0.001068    
## 2186 1.003 1.41e-06 0.001327    
## 2187 1.003 2.89e-05 0.001006    
## 2188 1.002 6.32e-05 0.000870    
## 2189 1.004 2.21e-03 0.006224   *
## 2190 1.001 3.45e-04 0.001462    
## 2191 1.003 5.56e-05 0.001843    
## 2192 1.003 1.92e-04 0.001866    
## 2193 1.004 7.48e-06 0.001664    
## 2194 1.003 2.83e-06 0.000618    
## 2195 1.002 1.17e-04 0.001194    
## 2196 0.999 5.79e-04 0.001541    
## 2197 1.001 2.80e-04 0.001509    
## 2198 1.003 5.76e-06 0.001523    
## 2199 1.002 9.72e-05 0.001290    
## 2200 1.003 4.47e-05 0.001460    
## 2201 1.003 2.33e-05 0.000942    
## 2202 1.003 2.88e-05 0.000943    
## 2203 1.002 6.04e-05 0.000696    
## 2204 1.005 5.54e-05 0.002930    
## 2205 1.002 2.24e-05 0.000723    
## 2206 1.003 8.61e-07 0.000604    
## 2207 1.002 6.97e-05 0.001144    
## 2208 1.002 1.76e-05 0.000516    
## 2209 1.000 3.87e-04 0.001458    
## 2210 1.002 8.99e-05 0.001233    
## 2211 1.004 6.65e-05 0.002309    
## 2212 1.003 4.32e-08 0.001087    
## 2213 1.008 1.29e-04 0.005995   *
## 2214 1.003 1.83e-06 0.001018    
## 2215 1.003 9.65e-05 0.001368    
## 2216 1.004 1.51e-04 0.002424    
## 2217 1.003 1.57e-04 0.001961    
## 2218 1.005 9.02e-06 0.002718    
## 2219 1.003 1.58e-05 0.001056    
## 2220 1.002 1.52e-04 0.001576    
## 2221 1.002 2.35e-05 0.000645    
## 2222 1.002 3.43e-04 0.002044    
## 2223 1.004 3.16e-07 0.002172    
## 2224 1.003 2.13e-05 0.001271    
## 2225 1.003 6.21e-07 0.001020    
## 2226 1.003 1.09e-05 0.001046    
## 2227 1.003 1.99e-04 0.001847    
## 2228 1.003 1.48e-07 0.001203    
## 2229 1.000 3.52e-04 0.001355    
## 2230 0.998 4.56e-04 0.001101    
## 2231 1.003 7.29e-06 0.000658    
## 2232 1.001 2.35e-04 0.001224    
## 2233 1.003 1.61e-05 0.001624    
## 2234 1.004 7.48e-07 0.002083    
## 2235 1.001 4.28e-04 0.001892    
## 2236 1.002 1.95e-05 0.000734    
## 2237 1.000 1.43e-04 0.000667    
## 2238 0.997 6.38e-04 0.001266    
## 2239 1.006 4.04e-08 0.004008   *
## 2240 1.003 2.20e-05 0.001052    
## 2241 1.002 1.55e-05 0.000622    
## 2242 1.002 4.43e-05 0.000664    
## 2243 1.002 1.26e-04 0.001174    
## 2244 1.002 4.88e-05 0.000691    
## 2245 1.002 4.38e-06 0.000580    
## 2246 1.003 4.10e-06 0.001033    
## 2247 1.003 2.58e-06 0.001049    
## 2248 1.004 3.10e-07 0.001990    
## 2249 1.002 2.95e-05 0.000577    
## 2250 1.003 3.75e-05 0.001173    
## 2251 1.000 2.97e-04 0.001086    
## 2252 1.003 6.08e-06 0.001247    
## 2253 1.003 3.48e-05 0.001257    
## 2254 1.002 4.46e-04 0.002198    
## 2255 0.999 2.85e-04 0.000801    
## 2256 1.002 3.87e-05 0.000666    
## 2257 1.004 2.06e-05 0.001824    
## 2258 1.003 8.26e-08 0.000914    
## 2259 1.003 9.64e-06 0.000875    
## 2260 1.002 3.27e-05 0.000835    
## 2261 1.001 2.56e-04 0.001295    
## 2262 1.003 5.84e-05 0.001332    
## 2263 1.001 1.68e-04 0.001012    
## 2264 1.002 1.44e-04 0.001374    
## 2265 1.003 6.72e-05 0.001691    
## 2266 1.002 5.32e-05 0.000978    
## 2267 0.996 1.73e-03 0.002422    
## 2268 1.000 4.82e-04 0.001535    
## 2269 1.000 2.25e-04 0.000991    
## 2270 0.999 3.82e-04 0.001063    
## 2271 1.002 1.45e-04 0.001361    
## 2272 1.002 9.36e-05 0.000954    
## 2273 1.003 4.28e-06 0.000939    
## 2274 1.003 1.69e-05 0.000981    
## 2275 1.002 4.54e-05 0.000792    
## 2276 0.998 4.91e-04 0.001195    
## 2277 1.007 1.63e-06 0.004729   *
## 2278 1.002 8.24e-05 0.001085    
## 2279 0.999 2.17e-04 0.000786    
## 2280 1.002 3.30e-04 0.001813    
## 2281 1.001 1.51e-04 0.000990    
## 2282 1.002 3.86e-04 0.002237    
## 2283 1.002 3.23e-04 0.001982    
## 2284 1.003 1.41e-03 0.004511    
## 2285 1.005 1.97e-04 0.003409    
## 2286 1.005 2.49e-03 0.007280   *
## 2287 1.009 1.28e-03 0.008543   *
## 2288 1.005 4.28e-05 0.002924    
## 2289 1.003 7.39e-06 0.000864    
## 2290 1.004 6.36e-04 0.003701    
## 2291 1.003 1.23e-05 0.001013    
## 2292 1.003 5.27e-05 0.001617    
## 2293 1.005 1.97e-04 0.003269    
## 2294 1.003 3.55e-05 0.001420    
## 2295 1.004 2.13e-04 0.002908    
## 2296 1.004 4.40e-04 0.003267    
## 2297 1.000 7.67e-04 0.002200    
## 2298 1.002 1.45e-04 0.001203    
## 2299 0.998 2.60e-04 0.000649    
## 2300 1.002 3.10e-05 0.000761    
## 2301 1.004 8.43e-05 0.002781    
## 2302 1.005 1.78e-05 0.003363    
## 2303 1.004 2.53e-04 0.002974    
## 2304 1.004 4.07e-06 0.002019    
## 2305 1.004 9.42e-04 0.004642    
## 2306 1.008 3.16e-04 0.006844   *
## 2307 0.995 3.00e-04 0.000491    
## 2308 1.003 4.80e-07 0.001006    
## 2309 1.005 9.79e-05 0.003700    
## 2310 1.003 3.63e-05 0.001565    
## 2311 1.001 4.56e-04 0.001817    
## 2312 0.997 4.33e-04 0.000927    
## 2313 1.003 2.88e-04 0.002282    
## 2314 1.002 1.53e-04 0.001253    
## 2315 1.003 5.19e-06 0.001323    
## 2316 1.001 1.70e-04 0.000869    
## 2317 1.004 2.91e-05 0.002064    
## 2318 0.989 1.92e-03 0.001603   *
## 2319 1.004 9.82e-06 0.001687    
## 2320 1.003 3.58e-05 0.001611    
## 2321 0.999 4.23e-04 0.001196    
## 2322 1.001 5.23e-05 0.000469    
## 2323 1.002 2.21e-03 0.004878    
## 2324 1.002 3.14e-04 0.001993    
## 2325 1.002 6.44e-08 0.000450    
## 2326 1.001 1.97e-04 0.000984    
## 2327 1.003 7.19e-05 0.001613    
## 2328 0.991 1.73e-03 0.001587   *
## 2329 0.998 1.56e-04 0.000432    
## 2330 1.001 3.08e-04 0.001684    
## 2331 1.001 3.01e-04 0.001647    
## 2332 1.001 2.79e-05 0.000374    
## 2333 1.003 1.39e-05 0.001527    
## 2334 1.003 5.38e-05 0.001252    
## 2335 1.002 1.37e-04 0.001560    
## 2336 1.001 1.14e-04 0.000866    
## 2337 1.005 2.08e-04 0.003311    
## 2338 0.998 9.93e-04 0.001883    
## 2339 1.003 4.89e-06 0.000970    
## 2340 1.000 1.86e-04 0.000824    
## 2341 0.997 3.15e-04 0.000693    
## 2342 1.003 2.87e-06 0.000718    
## 2343 1.008 1.19e-04 0.006368   *
## 2344 0.999 2.44e-04 0.000696    
## 2345 1.003 9.99e-05 0.001549    
## 2346 0.995 9.34e-04 0.001332    
## 2347 1.006 2.38e-03 0.007446   *
## 2348 1.003 5.62e-05 0.001222    
## 2349 1.002 1.22e-05 0.000630    
## 2350 1.004 3.46e-04 0.003106    
## 2351 0.995 1.40e-03 0.001815    
## 2352 1.002 1.23e-04 0.001058    
## 2353 0.987 2.62e-03 0.001861   *
## 2354 1.000 4.57e-04 0.001603    
## 2355 1.006 4.99e-04 0.004910    
## 2356 1.001 7.37e-05 0.000638    
## 2357 1.002 4.10e-04 0.002166    
## 2358 1.001 1.05e-04 0.000653    
## 2359 1.002 4.60e-05 0.000768    
## 2360 1.005 8.15e-04 0.004600    
## 2361 1.001 2.01e-04 0.001125    
## 2362 1.003 1.01e-04 0.001740    
## 2363 1.000 7.48e-04 0.002061    
## 2364 1.002 8.48e-05 0.000890    
## 2365 0.997 1.32e-03 0.002272    
## 2366 1.003 6.62e-06 0.001125    
## 2367 1.002 7.23e-05 0.001018    
## 2368 1.005 2.90e-04 0.004138    
## 2369 1.004 1.57e-05 0.001826    
## 2370 1.003 1.51e-04 0.001767    
## 2371 1.004 5.26e-05 0.002690    
## 2372 1.003 1.37e-05 0.000932    
## 2373 1.003 4.81e-05 0.001255    
## 2374 1.004 1.77e-05 0.002319    
## 2375 1.003 2.76e-05 0.001370    
## 2376 1.003 8.02e-05 0.001675    
## 2377 1.003 1.61e-05 0.001418    
## 2378 1.003 3.59e-05 0.001339    
## 2379 1.003 1.34e-09 0.000936    
## 2380 1.005 2.82e-05 0.003273    
## 2381 1.003 1.20e-05 0.000766    
## 2382 1.004 7.95e-05 0.002194    
## 2383 1.005 4.03e-04 0.004313    
## 2384 1.003 1.90e-05 0.001334    
## 2385 1.007 1.28e-04 0.005204   *
## 2386 0.994 4.95e-04 0.000697    
## 2387 1.006 2.17e-04 0.004313    
## 2388 1.002 1.58e-05 0.000676    
## 2389 1.003 4.20e-06 0.000782    
## 2390 1.003 5.51e-06 0.001168    
## 2391 1.003 7.82e-05 0.001621    
## 2392 1.003 7.91e-05 0.001764    
## 2393 1.002 1.90e-05 0.000704    
## 2394 0.998 2.14e-04 0.000576    
## 2395 1.005 1.88e-03 0.006423   *
## 2396 1.003 7.35e-05 0.001468    
## 2397 1.001 2.65e-04 0.001353    
## 2398 1.002 1.61e-04 0.001183    
## 2399 1.001 3.42e-04 0.001633    
## 2400 1.003 1.12e-07 0.001389    
## 2401 1.003 1.85e-07 0.001235    
## 2402 1.004 1.61e-05 0.002197    
## 2403 0.999 3.21e-04 0.000989    
## 2404 0.999 6.38e-04 0.001702    
## 2405 1.003 3.52e-04 0.002378    
## 2406 1.005 3.61e-05 0.002770    
## 2407 1.004 5.59e-04 0.003783    
## 2408 1.003 6.60e-04 0.003324    
## 2409 1.000 1.61e-04 0.000770    
## 2410 1.005 4.80e-06 0.003131    
## 2411 1.003 1.88e-04 0.001964    
## 2412 1.001 5.02e-04 0.001965    
## 2413 1.003 1.14e-05 0.001335    
## 2414 1.005 4.52e-05 0.002980    
## 2415 1.001 2.47e-04 0.001435    
## 2416 1.005 8.26e-05 0.003721    
## 2417 1.004 1.50e-04 0.002443    
## 2418 0.999 8.97e-04 0.002137    
## 2419 1.002 4.28e-04 0.002326    
## 2420 1.000 6.37e-04 0.001880    
## 2421 1.010 1.20e-05 0.008108   *
## 2422 1.002 2.18e-04 0.001388    
## 2423 1.005 1.22e-03 0.005834    
## 2424 1.000 4.29e-04 0.001345    
## 2425 1.004 2.96e-05 0.002004    
## 2426 0.998 2.02e-03 0.003419    
## 2427 0.994 8.36e-04 0.001069   *
## 2428 1.000 3.12e-04 0.001168    
## 2429 1.002 1.13e-05 0.000444    
## 2430 1.003 4.98e-05 0.001382    
## 2431 1.003 6.62e-06 0.001528    
## 2432 1.003 1.42e-05 0.000958    
## 2433 1.002 1.67e-04 0.001587    
## 2434 0.998 3.96e-04 0.000879    
## 2435 1.003 2.99e-05 0.001544    
## 2436 0.999 6.67e-04 0.001780    
## 2437 1.003 2.94e-05 0.001120    
## 2438 1.000 1.92e-04 0.000765    
## 2439 0.997 1.07e-03 0.001957    
## 2440 0.994 2.31e-03 0.002604    
## 2441 1.002 1.73e-05 0.000615    
## 2442 1.000 8.87e-04 0.002447    
## 2443 1.002 6.76e-05 0.000976    
## 2444 0.987 8.05e-03 0.004779   *
## 2445 1.003 2.84e-05 0.001381    
## 2446 1.003 4.91e-05 0.001620    
## 2447 1.003 3.69e-04 0.002376    
## 2448 1.002 1.03e-04 0.001239    
## 2449 1.002 1.03e-04 0.001212    
## 2450 1.003 1.31e-04 0.002026    
## 2451 1.002 8.10e-05 0.000854    
## 2452 1.009 1.39e-04 0.006735   *
## 2453 1.002 7.35e-04 0.002883    
## 2454 1.003 1.06e-05 0.001013    
## 2455 1.004 1.25e-04 0.002382    
## 2456 1.003 9.37e-06 0.001163    
## 2457 1.001 1.22e-04 0.000844    
## 2458 1.005 3.39e-04 0.004336    
## 2459 1.004 1.11e-04 0.002140    
## 2460 1.004 9.16e-05 0.002667    
## 2461 1.002 1.55e-04 0.001425    
## 2462 1.004 6.13e-06 0.001657    
## 2463 1.003 4.77e-07 0.001399    
## 2464 1.000 5.18e-04 0.001574    
## 2465 1.001 2.31e-04 0.001268    
## 2466 1.003 1.93e-05 0.001484    
## 2467 1.004 9.59e-05 0.002794    
## 2468 1.003 2.42e-05 0.001093    
## 2469 1.003 3.35e-06 0.000846    
## 2470 1.002 1.16e-04 0.000965    
## 2471 1.001 1.17e-04 0.000777    
## 2472 1.002 9.23e-05 0.001128    
## 2473 1.003 6.12e-06 0.000759    
## 2474 1.003 7.62e-05 0.001566    
## 2475 1.006 1.78e-04 0.004481   *
## 2476 1.000 3.08e-04 0.001057    
## 2477 1.003 1.69e-04 0.002038    
## 2478 1.004 1.12e-05 0.001723    
## 2479 1.002 1.52e-06 0.000454    
## 2480 0.996 6.53e-04 0.001076    
## 2481 1.001 6.79e-04 0.002260    
## 2482 1.000 2.92e-04 0.001239    
## 2483 1.003 4.33e-06 0.001410    
## 2484 1.004 5.74e-05 0.002527    
## 2485 1.000 2.52e-04 0.000960    
## 2486 1.003 2.29e-05 0.001637    
## 2487 1.003 4.39e-06 0.001426    
## 2488 1.003 4.35e-07 0.000887    
## 2489 1.001 1.67e-04 0.001092    
## 2490 1.003 1.01e-06 0.000763    
## 2491 1.003 1.08e-05 0.001289    
## 2492 1.002 6.12e-04 0.002574    
## 2493 1.001 1.56e-04 0.000857    
## 2494 1.003 2.86e-05 0.001066    
## 2495 1.001 1.45e-04 0.000897    
## 2496 1.003 3.18e-05 0.001162    
## 2497 1.003 2.77e-05 0.000968    
## 2498 1.001 7.71e-05 0.000559    
## 2499 1.002 9.68e-05 0.001012    
## 2500 1.001 3.08e-04 0.001406    
## 2501 0.994 6.45e-04 0.000836   *
## 2502 1.003 1.72e-05 0.000784    
## 2503 1.003 8.98e-05 0.001694    
## 2504 1.002 3.83e-05 0.000951    
## 2505 1.004 6.30e-08 0.001823    
## 2506 1.000 1.65e-04 0.000635    
## 2507 1.003 1.23e-07 0.001261    
## 2508 1.002 7.81e-05 0.000897    
## 2509 1.002 6.06e-05 0.000870    
## 2510 1.005 3.27e-05 0.002944    
## 2511 1.003 2.26e-04 0.001947    
## 2512 1.003 1.47e-05 0.000914    
## 2513 1.003 8.38e-07 0.000837    
## 2514 1.003 1.10e-06 0.000874    
## 2515 1.001 2.53e-04 0.001275    
## 2516 1.003 4.95e-05 0.001227    
## 2517 1.002 6.47e-05 0.000780    
## 2518 1.004 1.55e-04 0.002905    
## 2519 1.003 5.47e-05 0.001150    
## 2520 1.003 3.33e-05 0.001088    
## 2521 1.002 5.23e-05 0.000726    
## 2522 1.001 1.74e-04 0.001211    
## 2523 1.003 1.90e-04 0.002026    
## 2524 1.003 1.11e-04 0.001731    
## 2525 0.997 4.55e-04 0.000900    
## 2526 0.995 8.23e-04 0.001213    
## 2527 1.003 3.10e-05 0.001434    
## 2528 1.004 1.11e-06 0.002174    
## 2529 1.003 1.12e-05 0.000821    
## 2530 1.004 6.13e-05 0.002647    
## 2531 1.002 9.64e-05 0.001344    
## 2532 0.993 1.33e-03 0.001461   *
## 2533 1.003 1.26e-07 0.001474    
## 2534 1.003 3.97e-05 0.001481    
## 2535 1.001 2.29e-04 0.001128    
## 2536 1.005 1.15e-04 0.003073    
## 2537 1.003 1.91e-08 0.000592    
## 2538 1.001 3.56e-04 0.001807    
## 2539 1.003 5.51e-05 0.001163    
## 2540 1.007 2.39e-03 0.008013   *
## 2541 0.999 2.42e-03 0.004025    
## 2542 1.003 1.14e-04 0.001752    
## 2543 1.004 7.64e-05 0.002681    
## 2544 1.003 1.42e-04 0.001609    
## 2545 1.003 7.29e-04 0.003229    
## 2546 1.002 3.30e-03 0.006390   *
## 2547 1.003 7.29e-06 0.000821    
## 2548 1.005 1.60e-05 0.002698    
## 2549 0.990 8.62e-03 0.005736   *
## 2550 1.003 1.78e-04 0.001878    
## 2551 1.003 5.99e-06 0.001391    
## 2552 0.999 4.44e-04 0.001190    
## 2553 1.005 4.95e-05 0.002804    
## 2554 1.001 1.22e-03 0.003377    
## 2555 1.003 1.53e-05 0.001327    
## 2556 1.003 2.59e-06 0.000899    
## 2557 1.001 1.42e-03 0.003591    
## 2558 1.001 1.34e-04 0.000882    
## 2559 1.005 2.62e-05 0.002722    
## 2560 1.006 4.01e-04 0.005135   *
## 2561 1.003 1.32e-04 0.001870    
## 2562 1.004 9.52e-07 0.001792    
## 2563 0.990 2.92e-03 0.002441   *
## 2564 0.997 3.54e-03 0.004563   *
## 2565 1.003 1.20e-03 0.004101    
## 2566 1.005 2.30e-05 0.003210    
## 2567 1.004 9.70e-04 0.004694    
## 2568 1.003 2.65e-04 0.002133    
## 2569 1.005 7.22e-05 0.003688    
## 2570 1.004 6.39e-08 0.001657    
## 2571 1.002 6.08e-05 0.000887    
## 2572 1.001 1.03e-04 0.000873    
## 2573 1.010 9.97e-04 0.009015   *
## 2574 1.004 3.17e-05 0.001767    
## 2575 1.003 1.20e-04 0.001551    
## 2576 1.005 2.55e-04 0.004144    
## 2577 1.003 7.53e-05 0.001331    
## 2578 1.003 3.75e-05 0.001369    
## 2579 1.005 1.88e-03 0.006282   *
## 2580 1.000 1.20e-03 0.003043    
## 2581 1.003 5.50e-04 0.003243    
## 2582 1.005 1.40e-05 0.002838    
## 2583 1.004 2.04e-06 0.001665    
## 2584 1.003 8.83e-05 0.002010    
## 2585 1.003 2.45e-04 0.002225    
## 2586 1.003 9.23e-07 0.001061    
## 2587 1.002 1.07e-03 0.003410    
## 2588 1.003 8.46e-06 0.001282    
## 2589 1.002 4.00e-04 0.002443    
## 2590 0.992 2.67e-03 0.002521   *
## 2591 1.004 3.94e-05 0.001894    
## 2592 1.005 5.31e-08 0.002514    
## 2593 0.994 8.60e-04 0.001142    
## 2594 1.007 8.99e-03 0.013202   *
## 2595 1.003 5.93e-05 0.001432    
## 2596 0.994 3.59e-03 0.003584   *
## 2597 1.002 4.05e-04 0.002166    
## 2598 0.995 6.80e-03 0.005993   *
## 2599 1.004 6.13e-05 0.001992    
## 2600 0.987 8.24e-03 0.004846   *
## 2601 1.004 6.61e-05 0.001973    
## 2602 1.001 8.97e-04 0.002608    
## 2603 1.003 4.09e-05 0.001196    
## 2604 1.003 2.82e-07 0.001097    
## 2605 1.000 1.97e-04 0.000812    
## 2606 1.003 2.98e-04 0.002175    
## 2607 1.004 5.51e-05 0.002074    
## 2608 1.004 5.48e-05 0.001963    
## 2609 1.002 5.19e-05 0.001023    
## 2610 0.999 2.33e-04 0.000760    
## 2611 1.006 5.23e-04 0.004960    
## 2612 1.003 1.85e-07 0.001031    
## 2613 1.002 5.38e-05 0.000880    
## 2614 1.003 1.30e-04 0.002074    
## 2615 1.003 7.36e-05 0.001665    
## 2616 1.003 5.16e-05 0.001731    
## 2617 1.003 7.20e-04 0.003661    
## 2618 1.009 1.61e-03 0.008666   *
## 2619 1.002 1.01e-04 0.001129    
## 2620 0.999 2.86e-04 0.000960    
## 2621 1.003 1.42e-05 0.000872    
## 2622 1.003 3.48e-06 0.000860    
## 2623 1.003 2.89e-06 0.000986    
## 2624 1.002 2.17e-04 0.001638    
## 2625 1.002 4.90e-05 0.000870    
## 2626 0.991 6.94e-03 0.005057   *
## 2627 1.000 3.99e-04 0.001549    
## 2628 1.003 4.87e-05 0.001509    
## 2629 1.006 7.13e-07 0.003861    
## 2630 1.004 4.08e-07 0.001981    
## 2631 1.002 1.50e-04 0.001566    
## 2632 1.003 5.68e-05 0.001867    
## 2633 1.003 3.23e-04 0.002251    
## 2634 1.003 2.13e-06 0.000794    
## 2635 1.003 9.05e-07 0.000812    
## 2636 1.000 1.12e-03 0.002958    
## 2637 0.985 1.12e-03 0.000727   *
## 2638 1.003 4.26e-05 0.001150    
## 2639 1.004 1.88e-04 0.002765    
## 2640 1.005 1.43e-04 0.003291    
## 2641 1.003 6.49e-06 0.001393    
## 2642 0.992 4.84e-03 0.004072   *
## 2643 1.005 5.66e-04 0.004405    
## 2644 1.003 1.21e-07 0.001217    
## 2645 1.004 1.91e-05 0.002293    
## 2646 0.963 8.58e-03 0.002433   *
## 2647 1.002 1.77e-04 0.001399    
## 2648 1.001 2.65e-04 0.001247    
## 2649 1.004 5.61e-09 0.002446    
## 2650 1.003 6.91e-07 0.001237    
## 2651 1.003 3.07e-05 0.001330    
## 2652 1.006 2.63e-05 0.003643    
## 2653 1.003 3.42e-06 0.001099    
## 2654 1.003 9.64e-07 0.001027    
## 2655 0.999 1.13e-03 0.002531    
## 2656 1.003 4.08e-05 0.001679    
## 2657 1.002 5.14e-04 0.002281    
## 2658 1.005 2.65e-04 0.003645    
## 2659 0.972 8.29e-03 0.002965   *
## 2660 1.006 9.89e-05 0.004568   *
## 2661 0.993 1.10e-03 0.001233   *
## 2662 1.003 5.12e-05 0.001253    
## 2663 1.003 1.31e-04 0.001781    
## 2664 1.002 6.12e-05 0.000707    
## 2665 1.004 2.19e-04 0.002678    
## 2666 1.004 1.42e-05 0.002272    
## 2667 1.004 1.60e-04 0.002465    
## 2668 1.002 2.16e-04 0.001455    
## 2669 0.995 2.83e-03 0.003259    
## 2670 0.997 8.41e-04 0.001508    
## 2671 1.009 2.25e-04 0.007508   *
## 2672 1.005 3.50e-05 0.003179    
## 2673 0.998 9.66e-04 0.001985    
## 2674 0.997 1.02e-02 0.008782   *
## 2675 1.003 7.83e-06 0.001325    
## 2676 1.003 4.90e-07 0.001338    
## 2677 1.005 9.54e-06 0.002879    
## 2678 1.004 1.36e-06 0.001605    
## 2679 1.003 1.02e-05 0.001308    
## 2680 1.011 1.23e-04 0.008784   *
## 2681 1.003 4.09e-07 0.001490    
## 2682 1.007 5.86e-03 0.010945   *
## 2683 1.003 1.13e-06 0.001179    
## 2684 1.015 3.05e-03 0.015494   *
## 2685 1.003 1.67e-05 0.000785    
## 2686 1.003 1.70e-03 0.004917    
## 2687 1.002 4.41e-05 0.000529    
## 2688 1.005 6.71e-07 0.003092    
## 2689 1.005 4.92e-04 0.004422    
## 2690 1.004 1.14e-04 0.002403    
## 2691 1.003 1.47e-05 0.001115    
## 2692 1.003 9.92e-06 0.001158    
## 2693 1.002 1.79e-05 0.000725    
## 2694 1.001 9.43e-05 0.000621    
## 2695 1.007 5.35e-04 0.006036   *
## 2696 0.998 3.60e-03 0.004650   *
## 2697 1.002 2.32e-04 0.001736    
## 2698 1.003 4.40e-06 0.000849    
## 2699 1.016 2.63e-04 0.014144   *
## 2700 1.003 2.15e-04 0.001896    
## 2701 1.004 8.10e-06 0.002511    
## 2702 1.002 3.66e-05 0.000596    
## 2703 1.002 9.59e-05 0.001094    
## 2704 1.003 3.81e-06 0.000967    
## 2705 1.004 4.68e-05 0.002519    
## 2706 1.008 5.00e-04 0.006648   *
## 2707 1.004 2.35e-06 0.001572    
## 2708 1.002 3.29e-05 0.000531    
## 2709 1.003 4.06e-07 0.001050    
## 2710 1.001 5.61e-04 0.002237    
## 2711 1.010 5.18e-04 0.008525   *
## 2712 1.007 2.04e-07 0.005237   *
## 2713 1.002 2.44e-05 0.000832    
## 2714 0.977 3.12e-02 0.010308   *
## 2715 1.003 2.59e-05 0.001127    
## 2716 1.002 4.62e-03 0.007253   *
## 2717 1.003 2.63e-06 0.001301    
## 2718 0.999 1.96e-03 0.003671    
## 2719 1.001 3.38e-04 0.001714    
## 2720 1.003 2.26e-04 0.001998    
## 2721 1.000 8.06e-04 0.002266    
## 2722 1.003 4.46e-06 0.001338    
## 2723 0.999 2.69e-04 0.000810    
## 2724 1.000 3.54e-04 0.001257    
## 2725 1.003 2.22e-05 0.001565    
## 2726 0.984 6.65e-03 0.003563   *
## 2727 0.983 4.86e-03 0.002640   *
## 2728 1.003 1.72e-06 0.001159    
## 2729 1.010 3.97e-04 0.008903   *
## 2730 1.003 7.28e-04 0.003369    
## 2731 1.001 2.98e-04 0.001645    
## 2732 0.999 1.91e-03 0.003540    
## 2733 1.006 2.38e-06 0.003984   *
## 2734 1.006 3.48e-03 0.008587   *
## 2735 1.003 5.14e-06 0.001505    
## 2736 1.000 1.01e-03 0.002720    
## 2737 1.005 8.90e-05 0.002915    
## 2738 1.004 1.22e-04 0.002812    
## 2739 1.003 1.01e-05 0.000789    
## 2740 1.006 1.51e-05 0.004020   *
## 2741 0.994 3.54e-03 0.003694   *
## 2742 1.003 7.74e-05 0.001326    
## 2743 1.004 2.72e-07 0.002021    
## 2744 1.005 3.62e-03 0.008206   *
## 2745 1.004 1.49e-05 0.001785    
## 2746 1.001 6.60e-04 0.002479    
## 2747 1.004 7.00e-04 0.004285    
## 2748 1.004 3.09e-05 0.001892    
## 2749 0.995 2.12e-03 0.002623    
## 2750 1.003 1.16e-05 0.001436    
## 2751 1.003 8.29e-05 0.001427    
## 2752 1.002 2.07e-06 0.000516    
## 2753 1.003 1.42e-05 0.001133    
## 2754 0.997 3.41e-04 0.000767    
## 2755 1.002 1.61e-05 0.000639    
## 2756 1.003 8.21e-06 0.000775    
## 2757 0.998 1.14e-03 0.002186    
## 2758 1.003 8.04e-06 0.000760    
## 2759 1.000 5.19e-04 0.001771    
## 2760 1.004 1.91e-05 0.002151    
## 2761 1.004 1.65e-04 0.002647    
## 2762 1.003 2.57e-06 0.000601    
## 2763 1.002 5.13e-05 0.000754    
## 2764 1.004 1.79e-05 0.002441    
## 2765 1.001 1.50e-04 0.000884    
## 2766 1.002 2.61e-04 0.001672    
## 2767 1.002 1.10e-04 0.001072    
## 2768 1.002 4.01e-07 0.000419    
## 2769 1.003 4.05e-05 0.001059    
## 2770 1.003 4.51e-05 0.001263    
## 2771 0.999 5.44e-04 0.001544    
## 2772 1.001 1.91e-04 0.001133    
## 2773 1.003 1.88e-04 0.002060    
## 2774 1.003 8.19e-06 0.001476    
## 2775 1.006 6.94e-04 0.005542   *
## 2776 1.004 2.09e-04 0.002837    
## 2777 1.003 7.37e-04 0.003789    
## 2778 1.003 2.33e-05 0.001668    
## 2779 1.003 2.96e-05 0.001429    
## 2780 1.001 2.79e-04 0.001377    
## 2781 1.004 1.62e-05 0.002338    
## 2782 1.000 3.24e-04 0.001192    
## 2783 1.007 8.03e-04 0.006088   *
## 2784 1.003 1.93e-05 0.001050    
## 2785 1.019 4.13e-05 0.016413   *
## 2786 1.002 1.45e-04 0.001539    
## 2787 1.002 1.36e-04 0.001523    
## 2788 0.998 6.07e-04 0.001402    
## 2789 0.996 7.74e-04 0.001223    
## 2790 1.012 5.10e-07 0.010111   *
## 2791 1.004 1.16e-04 0.002682    
## 2792 1.003 1.24e-05 0.001553    
## 2793 1.004 4.68e-06 0.001860    
## 2794 1.004 1.53e-04 0.002445    
## 2795 1.002 5.45e-05 0.000923    
## 2796 1.003 6.98e-04 0.003312    
## 2797 1.003 1.58e-04 0.002165    
## 2798 1.003 6.41e-05 0.001315    
## 2799 1.004 8.79e-05 0.002450    
## 2800 1.003 1.68e-04 0.002223    
## 2801 1.004 2.70e-05 0.002205    
## 2802 0.999 4.80e-04 0.001415    
## 2803 1.008 7.86e-04 0.007328   *
## 2804 1.003 2.16e-04 0.002438    
## 2805 1.003 8.22e-04 0.003483    
## 2806 1.004 1.81e-05 0.001694    
## 2807 1.003 1.73e-04 0.001745    
## 2808 1.004 1.33e-04 0.002903    
## 2809 0.991 1.99e-03 0.001818   *
## 2810 0.995 8.84e-04 0.001323    
## 2811 0.998 3.67e-03 0.004742   *
## 2812 1.000 7.44e-04 0.002018    
## 2813 1.003 1.80e-05 0.001312    
## 2814 1.003 2.76e-03 0.006027   *
## 2815 1.000 1.82e-04 0.000832    
## 2816 1.003 1.17e-04 0.001510    
## 2817 1.002 3.36e-05 0.000843    
## 2818 1.003 6.41e-06 0.000849    
## 2819 0.995 8.55e-04 0.001253    
## 2820 1.004 6.91e-05 0.002008    
## 2821 1.002 8.53e-05 0.001250    
## 2822 0.994 2.18e-03 0.002463   *
## 2823 1.005 4.46e-06 0.002848    
## 2824 1.002 7.30e-04 0.002843    
## 2825 0.998 7.22e-04 0.001659    
## 2826 1.011 3.12e-03 0.012255   *
## 2827 1.005 8.89e-07 0.003439    
## 2828 1.003 2.43e-05 0.001140    
## 2829 1.004 4.07e-05 0.002250    
## 2830 1.002 4.33e-05 0.001002    
## 2831 1.002 1.38e-04 0.001383    
## 2832 1.003 1.40e-05 0.000953    
## 2833 1.002 8.55e-06 0.000617    
## 2834 1.002 4.53e-04 0.002542    
## 2835 0.999 8.06e-04 0.001899    
## 2836 1.002 3.24e-05 0.000624    
## 2837 1.003 7.48e-08 0.000864    
## 2838 1.002 6.78e-05 0.001151    
## 2839 1.002 2.46e-04 0.001794    
## 2840 1.002 3.14e-05 0.000897    
## 2841 1.003 7.94e-05 0.001268    
## 2842 0.994 1.16e-03 0.001414   *
## 2843 1.004 2.95e-06 0.002442    
## 2844 1.003 7.46e-05 0.001602    
## 2845 1.002 5.65e-04 0.002806    
## 2846 1.002 1.33e-04 0.001439    
## 2847 1.002 8.26e-06 0.000505    
## 2848 1.003 1.59e-08 0.000726    
## 2849 1.002 1.83e-05 0.000633    
## 2850 1.003 5.54e-06 0.001097    
## 2851 0.999 4.47e-04 0.001149    
## 2852 1.003 2.00e-05 0.001022    
## 2853 1.003 1.16e-04 0.001899    
## 2854 1.003 1.15e-07 0.000762    
## 2855 1.004 1.28e-04 0.002392    
## 2856 1.004 5.40e-07 0.001540    
## 2857 1.004 1.77e-05 0.002074    
## 2858 0.996 1.18e-03 0.001820    
## 2859 1.004 4.77e-05 0.001996    
## 2860 1.007 4.04e-05 0.004780   *
## 2861 1.003 5.40e-05 0.001333    
## 2862 1.003 2.22e-05 0.000850    
## 2863 1.003 1.20e-05 0.000740    
## 2864 1.006 4.02e-04 0.005314   *
## 2865 1.003 4.28e-05 0.001061    
## 2866 1.003 3.09e-05 0.001121    
## 2867 1.003 1.31e-06 0.001452    
## 2868 1.003 4.22e-06 0.000727    
## 2869 1.002 1.02e-04 0.000908    
## 2870 1.004 1.97e-05 0.001675    
## 2871 1.003 1.10e-06 0.000962    
## 2872 1.004 1.62e-05 0.002015    
## 2873 1.003 3.25e-05 0.000947    
## 2874 1.005 2.27e-05 0.002697    
## 2875 1.003 2.06e-05 0.001527    
## 2876 1.002 2.22e-04 0.001565    
## 2877 1.003 4.86e-05 0.001344    
## 2878 1.002 2.65e-04 0.001715    
## 2879 1.003 7.12e-09 0.001018    
## 2880 1.005 1.13e-05 0.002877    
## 2881 1.002 3.31e-04 0.002100    
## 2882 1.005 5.52e-04 0.004431    
## 2883 1.004 3.43e-06 0.002045    
## 2884 1.003 6.96e-06 0.001215    
## 2885 1.003 2.74e-05 0.000962    
## 2886 1.003 1.01e-04 0.001825    
## 2887 1.001 1.59e-04 0.001053    
## 2888 1.004 4.72e-06 0.001954    
## 2889 1.000 2.30e-04 0.000954    
## 2890 1.000 2.98e-04 0.001188    
## 2891 1.003 1.65e-06 0.001411    
## 2892 1.003 1.12e-04 0.001707    
## 2893 1.003 1.05e-04 0.001423    
## 2894 1.003 2.03e-06 0.000585    
## 2895 1.003 3.61e-06 0.001336    
## 2896 1.003 4.27e-06 0.000982    
## 2897 1.003 5.57e-05 0.001548    
## 2898 1.001 1.58e-04 0.000848    
## 2899 1.003 6.47e-05 0.001629    
## 2900 1.003 2.03e-05 0.001224    
## 2901 1.003 1.07e-05 0.001489    
## 2902 1.003 6.82e-04 0.003110    
## 2903 1.004 2.27e-04 0.003270    
## 2904 1.003 4.06e-05 0.001028    
## 2905 1.003 1.48e-05 0.001302    
## 2906 1.002 9.78e-06 0.000512    
## 2907 1.003 1.05e-05 0.000921    
## 2908 1.004 1.63e-04 0.002477    
## 2909 1.004 2.70e-05 0.001799    
## 2910 0.998 3.98e-04 0.000928    
## 2911 1.002 2.25e-04 0.001902    
## 2912 1.002 1.02e-04 0.001033    
## 2913 1.001 1.61e-04 0.000871    
## 2914 1.004 7.75e-05 0.002673    
## 2915 1.002 1.19e-04 0.001344    
## 2916 1.003 1.38e-04 0.001983    
## 2917 1.003 1.54e-06 0.001241    
## 2918 1.003 4.88e-06 0.000996    
## 2919 1.003 6.81e-06 0.001049    
## 2920 1.001 3.20e-04 0.001529    
## 2921 1.003 1.43e-05 0.000907    
## 2922 0.999 7.40e-04 0.001723    
## 2923 1.003 1.21e-05 0.001530    
## 2924 1.003 6.51e-05 0.001834    
## 2925 1.001 1.17e-04 0.000860    
## 2926 1.003 2.23e-05 0.001170    
## 2927 1.003 9.31e-07 0.001514    
## 2928 1.002 2.25e-04 0.001789    
## 2929 1.003 2.54e-06 0.000594    
## 2930 1.001 1.63e-04 0.000847    
## 2931 1.003 7.30e-06 0.001272    
## 2932 1.003 5.22e-05 0.001664    
## 2933 0.994 1.72e-03 0.002097    
## 2934 1.001 9.68e-05 0.000773    
## 2935 1.004 3.51e-06 0.002161    
## 2936 1.003 8.74e-05 0.001462    
## 2937 1.002 8.01e-05 0.000859    
## 2938 1.003 5.50e-06 0.001021    
## 2939 1.002 1.05e-04 0.000981    
## 2940 1.003 3.71e-05 0.001490    
## 2941 1.003 6.81e-07 0.001302    
## 2942 1.001 2.86e-04 0.001408    
## 2943 1.002 4.17e-05 0.000802    
## 2944 1.003 2.18e-05 0.001288    
## 2945 1.004 2.25e-05 0.001878    
## 2946 1.003 9.84e-05 0.001411    
## 2947 1.002 1.01e-05 0.000553    
## 2948 0.999 8.34e-04 0.001997    
## 2949 1.003 1.37e-05 0.000985    
## 2950 1.003 3.30e-06 0.001116    
## 2951 1.003 3.54e-05 0.000972    
## 2952 0.999 3.40e-04 0.000938    
## 2953 1.002 2.15e-04 0.001865    
## 2954 1.002 1.74e-04 0.001219    
## 2955 1.003 9.82e-06 0.001495    
## 2956 1.003 6.52e-07 0.000949    
## 2957 1.002 1.90e-04 0.001419    
## 2958 1.003 6.86e-07 0.000579    
## 2959 1.002 1.19e-04 0.001193    
## 2960 1.004 3.10e-05 0.002064    
## 2961 1.003 5.42e-05 0.001211    
## 2962 1.003 8.27e-10 0.001350    
## 2963 1.003 3.06e-06 0.000868    
## 2964 1.002 2.69e-04 0.001929    
## 2965 0.998 4.79e-04 0.001075    
## 2966 1.000 7.90e-04 0.002150    
## 2967 1.004 3.19e-05 0.001761    
## 2968 1.004 2.64e-05 0.002234    
## 2969 1.002 1.63e-05 0.000668    
## 2970 1.003 3.46e-06 0.001109    
## 2971 1.006 1.96e-06 0.004367   *
## 2972 1.001 1.19e-04 0.000810    
## 2973 1.002 9.14e-05 0.001228    
## 2974 0.998 7.30e-04 0.001485    
## 2975 1.002 7.44e-05 0.000824    
## 2976 1.003 2.87e-05 0.001376    
## 2977 0.997 7.07e-04 0.001354    
## 2978 1.002 3.47e-05 0.000646    
## 2979 1.002 2.02e-04 0.001468    
## 2980 1.002 4.39e-05 0.000962    
## 2981 1.002 5.09e-05 0.000722    
## 2982 1.003 2.40e-05 0.000911    
## 2983 1.003 2.13e-06 0.000711    
## 2984 1.001 2.04e-04 0.001064    
## 2985 0.996 8.53e-04 0.001312    
## 2986 1.000 2.25e-04 0.001002    
## 2987 1.000 3.84e-04 0.001404    
## 2988 0.993 4.58e-04 0.000557   *
## 2989 1.003 2.16e-05 0.000880    
## 2990 1.003 8.12e-06 0.001380    
## 2991 1.003 6.23e-06 0.001192    
## 2992 1.003 2.75e-05 0.001145    
## 2993 1.002 8.22e-05 0.001031    
## 2994 1.003 7.79e-05 0.001297    
## 2995 0.999 1.88e-04 0.000585    
## 2996 1.001 7.55e-04 0.002553    
## 2997 1.003 3.66e-06 0.000926    
## 2998 1.003 1.97e-06 0.000932    
## 2999 1.003 1.31e-06 0.000986    
## 3000 1.003 6.84e-06 0.000832    
## 3001 1.003 8.42e-05 0.001315    
## 3002 1.000 3.13e-04 0.001124    
## 3003 1.002 1.08e-04 0.001417    
## 3004 1.008 1.58e-06 0.006390   *
## 3005 1.002 1.09e-04 0.001223    
## 3006 1.003 4.59e-06 0.001145    
## 3007 1.003 2.91e-08 0.000750    
## 3008 1.003 5.28e-06 0.000814    
## 3009 1.002 7.64e-05 0.000935    
## 3010 1.004 1.25e-05 0.001669    
## 3011 1.002 1.14e-04 0.001054    
## 3012 1.001 2.20e-04 0.001341    
## 3013 1.001 6.37e-05 0.000515    
## 3014 1.003 4.04e-06 0.001071    
## 3015 1.001 2.30e-04 0.001307    
## 3016 1.003 1.89e-06 0.000777    
## 3017 0.994 7.63e-04 0.001020    
## 3018 1.001 9.06e-05 0.000742    
## 3019 1.001 3.69e-05 0.000442    
## 3020 1.003 1.07e-05 0.000726    
## 3021 1.003 9.84e-08 0.000816    
## 3022 1.001 2.71e-04 0.001286    
## 3023 1.003 1.37e-06 0.000554    
## 3024 1.003 9.15e-05 0.001832    
## 3025 1.003 6.98e-06 0.000970    
## 3026 1.002 3.79e-05 0.000771    
## 3027 1.003 4.85e-05 0.001146    
## 3028 1.002 8.34e-05 0.000812    
## 3029 1.003 1.41e-04 0.001777    
## 3030 1.005 1.63e-06 0.002834    
## 3031 1.003 6.64e-06 0.001384    
## 3032 1.003 1.13e-06 0.001004    
## 3033 1.002 1.52e-05 0.000642    
## 3034 0.994 1.18e-03 0.001462   *
## 3035 1.002 5.94e-06 0.000410    
## 3036 0.992 1.10e-03 0.001129   *
## 3037 1.002 1.67e-05 0.000712    
## 3038 1.001 1.42e-04 0.000975    
## 3039 1.008 1.00e-05 0.005547   *
## 3040 0.996 9.72e-04 0.001481    
## 3041 0.997 3.86e-04 0.000798    
## 3042 1.003 1.06e-04 0.001889    
## 3043 1.001 1.33e-04 0.000798    
## 3044 0.999 4.44e-04 0.001197    
## 3045 1.000 1.06e-04 0.000457    
## 3046 1.003 7.13e-07 0.000675    
## 3047 0.997 9.52e-04 0.001628
# Look at the Cook's distance lines and notice obs 5 and 28 as potential Y outliesrs / influential points

par(mfrow=c(2,2))
plot(mult.fit1)

We have potential outliers, however the outlier is not influential so we decide to keep it.

gam1 <- gam(target_death_rate~s(pct_bach_deg25_over) + s(incidence_rate) + s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over) , data = raw_data2)
gam2 <- gam(target_death_rate~s(pct_bach_deg25_over) + s(incidence_rate) + s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over) , family=Gamma(link=log), data = raw_data2)
summary(gam1)
## 
## Family: gaussian 
## Link function: identity 
## 
## Formula:
## target_death_rate ~ s(pct_bach_deg25_over) + s(incidence_rate) + 
##     s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over)
## 
## Parametric coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 178.6641     0.3595   496.9   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Approximate significance of smooth terms:
##                                edf Ref.df       F  p-value    
## s(pct_bach_deg25_over)       6.277  7.379  51.648  < 2e-16 ***
## s(incidence_rate)            8.195  8.833 120.851  < 2e-16 ***
## s(poverty_percent)           5.360  6.499  10.125 1.21e-11 ***
## s(pct_public_coverage_alone) 2.793  3.627   2.806   0.0293 *  
## s(pct_unemployed16_over)     4.219  5.241   5.259 6.54e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## R-sq.(adj) =  0.489   Deviance explained = 49.3%
## GCV = 397.52  Scale est. = 393.88    n = 3047
summary(gam2)
## 
## Family: Gamma 
## Link function: log 
## 
## Formula:
## target_death_rate ~ s(pct_bach_deg25_over) + s(incidence_rate) + 
##     s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over)
## 
## Parametric coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 5.179532   0.002043    2535   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Approximate significance of smooth terms:
##                                edf Ref.df       F  p-value    
## s(pct_bach_deg25_over)       8.521  8.917  49.231  < 2e-16 ***
## s(incidence_rate)            7.533  8.494 118.943  < 2e-16 ***
## s(poverty_percent)           5.249  6.382   9.649 6.68e-11 ***
## s(pct_public_coverage_alone) 2.025  2.639   1.624    0.171    
## s(pct_unemployed16_over)     3.906  4.890   6.092 1.75e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## R-sq.(adj) =  0.492   Deviance explained = 48.4%
## GCV = 0.012968  Scale est. = 0.012723  n = 3047
par(mfrow = c(1,5))
plot(gam1)

gam3 <- gam(target_death_rate~s(pct_bach_deg25_over) + s(incidence_rate) + s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over) , method = "GACV.Cp",data = raw_data2)
summary(gam3)
## 
## Family: gaussian 
## Link function: identity 
## 
## Formula:
## target_death_rate ~ s(pct_bach_deg25_over) + s(incidence_rate) + 
##     s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over)
## 
## Parametric coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 178.6641     0.3595   496.9   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Approximate significance of smooth terms:
##                                edf Ref.df       F  p-value    
## s(pct_bach_deg25_over)       6.304  7.403  51.494  < 2e-16 ***
## s(incidence_rate)            8.203  8.837 120.808  < 2e-16 ***
## s(poverty_percent)           5.381  6.521  10.099 1.22e-11 ***
## s(pct_public_coverage_alone) 2.813  3.652   2.796   0.0295 *  
## s(pct_unemployed16_over)     4.241  5.265   5.247 6.55e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## R-sq.(adj) =  0.489   Deviance explained = 49.3%
## GACV = 397.48  Scale est. = 393.87    n = 3047
gam4 <- gam(target_death_rate~s(pct_bach_deg25_over) + s(incidence_rate) + s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over) + s(med_income) +s(pct_white) +s(pct_white)+s(pct_black)+s(pct_asian) +s(median_age_female), data = raw_data1)
summary(gam4)
## 
## Family: gaussian 
## Link function: identity 
## 
## Formula:
## target_death_rate ~ s(pct_bach_deg25_over) + s(incidence_rate) + 
##     s(poverty_percent) + s(pct_public_coverage_alone) + s(pct_unemployed16_over) + 
##     s(med_income) + s(pct_white) + s(pct_white) + s(pct_black) + 
##     s(pct_asian) + s(median_age_female)
## 
## Parametric coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 178.6641     0.3505   509.7   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Approximate significance of smooth terms:
##                                edf Ref.df       F  p-value    
## s(pct_bach_deg25_over)       3.415  4.332  37.600  < 2e-16 ***
## s(incidence_rate)            8.147  8.812 104.385  < 2e-16 ***
## s(poverty_percent)           5.184  6.364   3.925 0.000503 ***
## s(pct_public_coverage_alone) 5.267  6.412   1.489 0.167293    
## s(pct_unemployed16_over)     2.683  3.479   4.580 0.002200 ** 
## s(med_income)                5.050  6.277   8.934 6.25e-10 ***
## s(pct_white)                 8.255  8.837   6.157 2.28e-08 ***
## s(pct_black)                 8.768  8.973   6.333 1.05e-08 ***
## s(pct_asian)                 1.477  1.816   5.292 0.006222 ** 
## s(median_age_female)         4.550  5.667   8.519 1.33e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## R-sq.(adj) =  0.514   Deviance explained = 52.2%
## GCV = 381.16  Scale est. = 374.43    n = 3047
RSS <- c(crossprod(gam2$residuals))
MSE <- RSS / length(gam2$residuals)
RSS1 <- c(crossprod(gam4$residuals))
MSE1 <- RSS / length(gam4$residuals)
MSE1
## [1] 0.01438483
ggplot(raw_data3, aes(x = poverty_percent, y = target_death_rate)) + 
  geom_point() + 
  labs(title = "pct_poverty_percent", 
       x = "Incident rate", 
       y = "Target death")